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<!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling</title>  <meta content="width=device-width, initial-scale=1, shrink-to-fit=no" name="viewport"/> <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/ar5iv_0.7.4.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/latexml_styles.css" rel="stylesheet" type="text/css"/> <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/html2canvas/1.3.3/html2canvas.min.js"></script> <script src="/static/browse/0.3.4/js/addons.js"></script> <script src="/static/browse/0.3.4/js/feedbackOverlay.js"></script> <base href="/html/2403.00012v2/"/></head> <body> <nav class="ltx_page_navbar"> <nav class="ltx_TOC"> <ol class="ltx_toclist"> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx2.SS0.SSSx1" title="Static Timing Analysis ‣ Preliminaries and Related Works ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">Static Timing Analysis</a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx2.SS0.SSSx2" title="Pre-training in EDA ‣ Preliminaries and Related Works ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">Pre-training in EDA</a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx2.SS0.SSSx3" title="GNNs for Timing Prediction ‣ Preliminaries and Related Works ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">GNNs for Timing Prediction</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A1" title="Appendix A Details about Datasets ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">A Details about Datasets</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A2" title="Appendix B Implementation Details ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">B Implementation Details</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A3" title="Appendix C Computation of Slack ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">C Computation of Slack</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"> <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4" title="Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">D Experiments</a> <ol class="ltx_toclist ltx_toclist_appendix"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.SS1" title="D.1 Flatten 𝑅_𝑓² and Un-Flatten 𝑅_{𝑢⁢𝑓}² ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">D.1 Flatten <math alttext="R_{f}^{2}" class="ltx_Math" display="inline"><semantics><msubsup><mi>R</mi><mi>f</mi><mn>2</mn></msubsup><annotation-xml encoding="MathML-Content"><apply><csymbol cd="ambiguous">superscript</csymbol><apply><csymbol cd="ambiguous">subscript</csymbol><ci>𝑅</ci><ci>𝑓</ci></apply><cn type="integer">2</cn></apply></annotation-xml><annotation encoding="application/x-tex">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> and Un-Flatten <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline"><semantics><msubsup><mi>R</mi><mrow><mi>u</mi><mo>⁢</mo><mi>f</mi></mrow><mn>2</mn></msubsup><annotation-xml encoding="MathML-Content"><apply><csymbol cd="ambiguous">superscript</csymbol><apply><csymbol cd="ambiguous">subscript</csymbol><ci>𝑅</ci><apply><times></times><ci>𝑢</ci><ci>𝑓</ci></apply></apply><cn type="integer">2</cn></apply></annotation-xml><annotation encoding="application/x-tex">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.SS2" title="D.2 Experiments on Other Metrics ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">D.2 Experiments on Other Metrics</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.SS3" title="D.3 Slack Prediction on Endpoints ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">D.3 Slack Prediction on Endpoints</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.SS4" title="D.4 Time Cost for Graph Partition and Inference ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">D.4 Time Cost for Graph Partition and Inference</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A5" title="Appendix E Why Other Graph Partition Algorithms Inappropriate? ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">E Why Other Graph Partition Algorithms Inappropriate?</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"> <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A6" title="Appendix F Model Structure ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">F Model Structure</a> <ol class="ltx_toclist ltx_toclist_appendix"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A6.SS1" title="F.1 Global Pre-training Circuit Graph Auto-Encoder ‣ Appendix F Model Structure ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">F.1 Global Pre-training Circuit Graph Auto-Encoder</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A6.SS2" title="F.2 RLL-based GCN Layer ‣ Appendix F Model Structure ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">F.2 RLL-based GCN Layer</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A6.SS3" title="F.3 Baselines ‣ Appendix F Model Structure ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">F.3 Baselines</a></li> </ol> </li> </ol></nav> </nav> <div class="ltx_page_main"> <div class="ltx_page_content"><div class="section" id="target-section"><div id="license-tr">License: arXiv.org perpetual non-exclusive license</div><div id="watermark-tr">arXiv:2403.00012v2 [cs.LG] 12 Mar 2024</div></div> <article class="ltx_document ltx_authors_1line"> <h1 class="ltx_title ltx_title_document">PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling</h1> <div class="ltx_authors"> Ruizhe Zhong1, Junjie Ye2, Zhentao Tang2, Shixiong Kai2, Mingxuan Yuan2, Jianye Hao2, 3, Junchi Yan1 Correspondence author. </div> <div class="ltx_abstract"> <h6 class="ltx_title ltx_title_abstract">Abstract</h6> Pre-routing timing prediction has been recently studied for evaluating the quality of a candidate cell placement in chip design. It involves directly estimating the timing metrics for both pin-level (slack, slew) and edge-level (net delay, cell delay), without time-consuming routing. However, it often suffers from signal decay and error accumulation due to the long timing paths in large-scale industrial circuits. To address these challenges, we propose a two-stage approach. First, we propose global circuit training to pre-train a graph auto-encoder that learns the global graph embedding from circuit netlist. Second, we use a novel node updating scheme for message passing on GCN, following the topological sorting sequence of the learned graph embedding and circuit graph. This scheme residually models the local time delay between two adjacent pins in the updating sequence, and extracts the lookup table information inside each cell via a new attention mechanism. To handle large-scale circuits efficiently, we introduce an order preserving partition scheme that reduces memory consumption while maintaining the topological dependencies. Experiments on 21 real world circuits achieve a new SOTA <math alttext="R^{2}" class="ltx_Math" display="inline" id="id1.1.m1.1"><semantics id="id1.1.m1.1a"><msup id="id1.1.m1.1.1" xref="id1.1.m1.1.1.cmml"><mi id="id1.1.m1.1.1.2" xref="id1.1.m1.1.1.2.cmml">R</mi><mn id="id1.1.m1.1.1.3" xref="id1.1.m1.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="id1.1.m1.1b"><apply id="id1.1.m1.1.1.cmml" xref="id1.1.m1.1.1"><csymbol cd="ambiguous" id="id1.1.m1.1.1.1.cmml" xref="id1.1.m1.1.1">superscript</csymbol><ci id="id1.1.m1.1.1.2.cmml" xref="id1.1.m1.1.1.2">𝑅</ci><cn id="id1.1.m1.1.1.3.cmml" type="integer" xref="id1.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="id1.1.m1.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="id1.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> of 0.93 for slack prediction, which is significantly surpasses 0.59 by previous SOTA method. Code will be available at: <a class="ltx_ref ltx_url" href="https://github.com/Thinklab-SJTU/EDA-AI" title="">https://github.com/Thinklab-SJTU/EDA-AI</a>. </div> <section class="ltx_section" id="Sx1"> <h2 class="ltx_title ltx_title_section">Introduction</h2> <div class="ltx_para" id="Sx1.p1"> The process of integrated circuit (IC) design can be thought of as a series of hierarchical decomposition steps, typically consisting of architectural design, logic synthesis, physical design (macro & cell placement, routing) and verification. As IC becomes more and more complex, timing constraints, such as delay and slack, are becoming more difficult to satisfy during the physical design stage. ‘Shift-left’ <cite class="ltx_cite ltx_citemacro_citep">(Zhou et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib49" title="">2022</a>)</cite> suggests circuit constraints and performance should be considered in earlier stages of design flow, for instance, taking timing into consideration during standard cell placement stage <cite class="ltx_cite ltx_citemacro_citep">(Liao et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib26" title="">2022</a>)</cite>. Timing metrics are critical to judge the performance of a design, but accurate timing information is only available after routing, which is one of the most time-consuming steps. Since repetitive routing in cell placement stage is unacceptable, many analytical placers <cite class="ltx_cite ltx_citemacro_citep">(Lu et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib28" title="">2015</a>; Lin et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib27" title="">2019</a>)</cite> use half-perimeter wirelength as a surrogate of design timing quality. </div> <div class="ltx_para" id="Sx1.p2"> Machine learning has been widely applied in EDA design flow, such as logic synthesis <cite class="ltx_cite ltx_citemacro_citep">(Yuan et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib47" title="">2023</a>)</cite>, placement <cite class="ltx_cite ltx_citemacro_citep">(Mirhoseini et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib30" title="">2021</a>; Cheng and Yan <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib7" title="">2021</a>; Cheng et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib6" title="">2022</a>; Lai, Mu, and Luo <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib23" title="">2022</a>; Lai et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib22" title="">2023</a>)</cite> and routing <cite class="ltx_cite ltx_citemacro_citep">(Du et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib11" title="">2023</a>)</cite>. However, accurate timing information can be accessed only after routing stage, which is time-consuming. To estimate pre-routing timing metrics, machine learning has been introduced for timing prediction, such as delay <cite class="ltx_cite ltx_citemacro_citep">(Yang, He, and Cao <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib45" title="">2022</a>)</cite>, wirelength <cite class="ltx_cite ltx_citemacro_citep">(Xie et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib43" title="">2021</a>; Yang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib46" title="">2022</a>)</cite>, to guide timing-driven cell placement. </div> <div class="ltx_para" id="Sx1.p3"> Among various timing metrics, slack <cite class="ltx_cite ltx_citemacro_citep">(Hu, Sinha, and Keller <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib16" title="">2014</a>)</cite> is one of the most important yet challenging metric for prediction. Slack is the difference between Required signal Arrival Time (RAT) and actual Arrival Time (AT), and it is calculated on each pin. Accurate slack prediction can be accessed only after routing stage, which is a time consuming process. To avoid the time consuming routing stage, directly estimating timing information is attractive, which can be defined formally as follows: given the intermediate results after standard cell placement stage and before routing stage, we want to predict slack for all pins after routing stage. Usually, RAT is provided in external files, so we mainly focus on the prediction of AT. However, in large designs, the timing path can be long with hundreds of circuit elements, where signal decay and error accumulation problems exist, making slack prediction challenging. Besides, directly applying deep learning into large circuits are always faced with high peak GPU memory cost problem, making training process hard or even intractable. </div> <div class="ltx_para" id="Sx1.p4"> Typical GNNs (Graph Neural Networks) such as GCN <cite class="ltx_cite ltx_citemacro_citep">(Kipf and Welling <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib21" title="">2017</a>)</cite> and GAT <cite class="ltx_cite ltx_citemacro_citep">(Veličković et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib35" title="">2018</a>)</cite> are designed to process graphs where local information is already sufficient. However, in circuits graphs, signals travel from primary inputs to timing endpoints, forming long timing paths <cite class="ltx_cite ltx_citemacro_citep">(Hu, Sinha, and Keller <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib16" title="">2014</a>)</cite>, where long range dependencies and global view play a critical role but they are hard for typical GNN to handle. Previous methods for other timing metric (delay, wirelength) prediction <cite class="ltx_cite ltx_citemacro_citep">(Xie et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib42" title="">2018</a>; Barboza et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib3" title="">2019</a>; Ghose et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib12" title="">2021</a>; Xie et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib43" title="">2021</a>; Yang, He, and Cao <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib45" title="">2022</a>; Yang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib46" title="">2022</a>)</cite> do not take the global graph information into consideration. For example, CircuitGNN <cite class="ltx_cite ltx_citemacro_citep">(Yang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib46" title="">2022</a>)</cite> converts each circuit to a heterogeneous graph, and design the topo-geom message passing paradigm for prediction of wirelength and congestion. Wirelength is estimated in each net using half-perimeter wirelength, and congestion is predicted in local area measured with pixel values. Both tasks are enclosed in local area, where local information is already sufficient. However, in pre-routing slack prediction, it relies all elements through timing paths, where long range dependencies and global view play a critical role, and they are absent in CircuitGNN. Consequently, we cannot directly apply these GNNs into the prediction of slack. Net<math alttext="{}^{2}" class="ltx_Math" display="inline" id="Sx1.p4.1.m1.1"><semantics id="Sx1.p4.1.m1.1a"><msup id="Sx1.p4.1.m1.1.1" xref="Sx1.p4.1.m1.1.1.cmml"><mi id="Sx1.p4.1.m1.1.1a" xref="Sx1.p4.1.m1.1.1.cmml"></mi><mn id="Sx1.p4.1.m1.1.1.1" xref="Sx1.p4.1.m1.1.1.1.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx1.p4.1.m1.1b"><apply id="Sx1.p4.1.m1.1.1.cmml" xref="Sx1.p4.1.m1.1.1"><cn id="Sx1.p4.1.m1.1.1.1.cmml" type="integer" xref="Sx1.p4.1.m1.1.1.1">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx1.p4.1.m1.1c">{}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx1.p4.1.m1.1d">start_FLOATSUPERSCRIPT 2 end_FLOATSUPERSCRIPT</annotation></semantics></math> <cite class="ltx_cite ltx_citemacro_citep">(Xie et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib43" title="">2021</a>)</cite> for wirelength prediction applies graph partition and merges cluster embedding into node features, but cannot avoid the local receptive field enclosed in cluster. TimingGCN <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite> utilizes a timing engine inspired GNN to predict slack, where node embedding is updated with predecessors asynchronously. However, it is prone to signal decay and error accumulation, demonstrated in Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx1.F1" title="Figure 1 ‣ Introduction ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">1</a>. We first apply topological sorting <cite class="ltx_cite ltx_citemacro_citep">(Lasser <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib24" title="">1961</a>)</cite> on circuit graph to get topological level (topological sorting order) of each pin. Then we calculate MSE (Mean Squared Error) between AT prediction and ground truth for pins belonging to the same sorting order. In other methods, MSE increases rapidly with level, demonstrating the existence of signal decay and error accumulation problems. </div> <figure class="ltx_figure" id="Sx1.F1"> <div class="ltx_flex_figure"> <div class="ltx_flex_cell ltx_flex_size_2"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_flex_size_2 ltx_img_landscape" height="158" id="Sx1.F1.g1" src="x1.png" width="210"/></div> <div class="ltx_flex_cell ltx_flex_size_2"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_flex_size_2 ltx_img_landscape" height="157" id="Sx1.F1.g2" src="x2.png" width="235"/></div> <div class="ltx_flex_break"></div> </div> <figcaption class="ltx_caption ltx_centering">Figure 1: MSE of AT prediction v.s. topological level. In previous ML-based methods TimingGCN <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite>, MSE increases rapidly with level, showing the existence of signal decay and error accumulation. </figcaption> </figure> <div class="ltx_para" id="Sx1.p5"> Motivated by these issues, we propose our two-stage approach for pre-routing slack prediction. In the first stage, we pre-train an auto-encoder to extract node and graph embeddings for following downstream tasks, providing a global receptive field and an informative representation. In the second stage, we design a new message passing and node updating scheme for long timing paths, and train our GNN for pre-routing slack prediction. We list features of different methods in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx1.T1" title="Table 1 ‣ Introduction ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">1</a>. </div> <figure class="ltx_table" id="Sx1.T1"> <table class="ltx_tabular ltx_centering ltx_align_middle" id="Sx1.T1.1"> <tr class="ltx_tr" id="Sx1.T1.1.2"> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_tt" id="Sx1.T1.1.2.1">Model</td> <td class="ltx_td ltx_align_center ltx_border_tt" id="Sx1.T1.1.2.2">Update scheme</td> <td class="ltx_td ltx_align_center ltx_border_tt" id="Sx1.T1.1.2.3">Global</td> <td class="ltx_td ltx_align_center ltx_border_tt" id="Sx1.T1.1.2.4">Embed.</td> <td class="ltx_td ltx_align_center ltx_border_tt" id="Sx1.T1.1.2.5">Level</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.3"> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_t" id="Sx1.T1.1.3.1">GCN</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx1.T1.1.3.2">Sync./Direct</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx1.T1.1.3.3">✗</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx1.T1.1.3.4">✗</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx1.T1.1.3.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.4"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.4.1">GAT</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.4.2">Sync./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.4.3">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.4.4">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.4.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.5"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.5.1">GINE</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.5.2">Sync./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.5.3">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.5.4">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.5.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.6"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.6.1">GCNII</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.6.2">Sync./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.6.3">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.6.4">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.6.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.7"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.7.1">CircuitGNN</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.7.2">Sync./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.7.3">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.7.4">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.7.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.8"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.8.1">TimingGCN</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.8.2">Async./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.8.3">✓</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.8.4">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.8.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.1"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.1.1">Net<math alttext="{}^{2}" class="ltx_Math" display="inline" id="Sx1.T1.1.1.1.m1.1"><semantics id="Sx1.T1.1.1.1.m1.1a"><msup id="Sx1.T1.1.1.1.m1.1.1" xref="Sx1.T1.1.1.1.m1.1.1.cmml"><mi id="Sx1.T1.1.1.1.m1.1.1a" xref="Sx1.T1.1.1.1.m1.1.1.cmml"></mi><mn id="Sx1.T1.1.1.1.m1.1.1.1" xref="Sx1.T1.1.1.1.m1.1.1.1.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx1.T1.1.1.1.m1.1b"><apply id="Sx1.T1.1.1.1.m1.1.1.cmml" xref="Sx1.T1.1.1.1.m1.1.1"><cn id="Sx1.T1.1.1.1.m1.1.1.1.cmml" type="integer" xref="Sx1.T1.1.1.1.m1.1.1.1">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx1.T1.1.1.1.m1.1c">{}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx1.T1.1.1.1.m1.1d">start_FLOATSUPERSCRIPT 2 end_FLOATSUPERSCRIPT</annotation></semantics></math> </td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.1.2">Sync./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.1.3">✓</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.1.4">✓</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.1.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.9"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx1.T1.1.9.1">LHNN</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.9.2">Sync./Direct</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.9.3">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.9.4">✗</td> <td class="ltx_td ltx_align_center" id="Sx1.T1.1.9.5">✗</td> </tr> <tr class="ltx_tr" id="Sx1.T1.1.10"> <td class="ltx_td ltx_align_left ltx_border_bb ltx_border_r" id="Sx1.T1.1.10.1">Ours</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx1.T1.1.10.2">Async./Residual</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx1.T1.1.10.3">✓</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx1.T1.1.10.4">✓</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx1.T1.1.10.5">✓</td> </tr> </table> <figcaption class="ltx_caption ltx_centering">Table 1: Features comparison among different methods. Residual means ours node updating scheme in Eq. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx3.E3" title="3 ‣ Residual Local Learning of Signal Delay ‣ Methodology ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">3</a>, which explicitly models net delay and cell delay. Embed. means graph embeddings. Level means we introduce topological sorting order into GNN. </figcaption> </figure> <div class="ltx_para" id="Sx1.p6"> The highlights of this work are: <ul class="ltx_itemize" id="Sx1.I1"> <li class="ltx_item" id="Sx1.I1.i1" style="list-style-type:none;"> • <div class="ltx_para" id="Sx1.I1.i1.p1"> First time to introduce global circuit pre-training into timing (specifically slack) prediction. Global view plays a critical role in addressing the signal decay and error accumulation issues. We capture this feature via graph embeddings, which can be effectively learned by global circuit pre-training technique. Besides, our global circuit pre-training can serve as a plug-and-play module for other timing prediction GNN. </div> </li> <li class="ltx_item" id="Sx1.I1.i2" style="list-style-type:none;"> • <div class="ltx_para" id="Sx1.I1.i2.p1"> Residual local learning of signal delay. We design a new message passing and node updating scheme, with residual local learning to explicitly model local signal delay in long time paths. </div> </li> <li class="ltx_item" id="Sx1.I1.i3" style="list-style-type:none;"> • <div class="ltx_para" id="Sx1.I1.i3.p1"> Attention-based cell modeling. We re-explore the modeling process of cell and explain it as a ‘query-index-interpolation’ procedure. Based on this, we propose multi-head joint attention mechanism to depict it. </div> </li> <li class="ltx_item" id="Sx1.I1.i4" style="list-style-type:none;"> • <div class="ltx_para" id="Sx1.I1.i4.p1"> Handling large-scale and strong performance. For scalability and making training on large-scale circuits tractable, we design a order preserving graph partition algorithm to reduce memory cost while preserving the order dependencies. Experiments on public benchmark with 21 real world circuits demonstrate the effectiveness of our method. For <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx1.I1.i4.p1.1.m1.1"><semantics id="Sx1.I1.i4.p1.1.m1.1a"><msup id="Sx1.I1.i4.p1.1.m1.1.1" xref="Sx1.I1.i4.p1.1.m1.1.1.cmml"><mi id="Sx1.I1.i4.p1.1.m1.1.1.2" xref="Sx1.I1.i4.p1.1.m1.1.1.2.cmml">R</mi><mn id="Sx1.I1.i4.p1.1.m1.1.1.3" xref="Sx1.I1.i4.p1.1.m1.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx1.I1.i4.p1.1.m1.1b"><apply id="Sx1.I1.i4.p1.1.m1.1.1.cmml" xref="Sx1.I1.i4.p1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx1.I1.i4.p1.1.m1.1.1.1.cmml" xref="Sx1.I1.i4.p1.1.m1.1.1">superscript</csymbol><ci id="Sx1.I1.i4.p1.1.m1.1.1.2.cmml" xref="Sx1.I1.i4.p1.1.m1.1.1.2">𝑅</ci><cn id="Sx1.I1.i4.p1.1.m1.1.1.3.cmml" type="integer" xref="Sx1.I1.i4.p1.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx1.I1.i4.p1.1.m1.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx1.I1.i4.p1.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> of slack prediction, we achieve new SOTA 0.93, surpassing 0.59 of peer SOTA method. </div> </li> </ul> </div> <figure class="ltx_figure" id="Sx1.F2"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="157" id="Sx1.F2.g1" src="x3.png" width="830"/> <figcaption class="ltx_caption ltx_centering">Figure 2: Pipeline of our approach. Circuit graph is represented as a heterogeneous DAG. We first implement training an auto-encoder by global circuit reconstruction in a self-supervised way. After global circuit pre-training, we drop the decoder, and freeze/fine-tune the encoder to map each circuit graph to a low-dimensional latent space. The latent vector is treated as the global graph embedding and concatenates to original node features. Finally, heterogeneous circuit DAG is feed forward to the our PreRoutGNN for timing prediction. </figcaption> </figure> </section> <section class="ltx_section" id="Sx2"> <h2 class="ltx_title ltx_title_section">Preliminaries and Related Works</h2> <section class="ltx_subsubsection" id="Sx2.SS0.SSSx1"> <h4 class="ltx_title ltx_title_subsubsection">Static Timing Analysis</h4> <div class="ltx_para" id="Sx2.SS0.SSSx1.p1"> Static timing analysis (STA) provides a profile of a design’s performance by evaluating the timing propagation from inputs to outputs, forming multiple timing paths. A timing path <cite class="ltx_cite ltx_citemacro_citep">(Hu, Sinha, and Keller <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib16" title="">2014</a>)</cite> is a set of directed connections through circuit elements and connections, and all signals travel through it. After routing, STA should be done under four corner conditions: early-late/rise-fall (EL/RF) <cite class="ltx_cite ltx_citemacro_citep">(Hu, Sinha, and Keller <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib16" title="">2014</a>)</cite>. </div> <div class="ltx_para" id="Sx2.SS0.SSSx1.p2"> During STA, the circuit is represented as an Activity-On-Edge network, where each pin is a node and pin-to-pin connection is an edge. The activity cost on each edge is either net delay or cell delay. Starting from primary inputs (source nodes), the instant when a signal reaches a pin is quantified as the arrival time (AT). Similarly, starting from the primary outputs (sink nodes), the limits imposed for each AT to ensure proper circuit operation is defined as the required arrival time (RAT). The slack is defined as the difference between RAT and AT as follows: <table class="ltx_equation ltx_eqn_table" id="Sx2.E1"> <tbody><tr class="ltx_equation ltx_eqn_row ltx_align_baseline"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_eqn_cell ltx_align_center"> <div class="ltx_inline-block ltx_markedasmath ltx_transformed_outer" id="Sx2.E1.m1.1.1.1" style="width:184.5pt;height:10.8pt;vertical-align:-1.9pt;"> <math alttext="slack^{E}=AT^{E}-RAT^{E},slack^{L}=RAT^{L}-AT^{L}," class="ltx_Math" display="inline" id="Sx2.E1.m1.1.1.1.1.m1.1"><semantics id="Sx2.E1.m1.1.1.1.1.m1.1a"><mrow id="Sx2.E1.m1.1.1.1.1.m1.1.1.1"><mrow id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.3.cmml"><mrow id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.1.1" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.1.1.cmml"><mrow id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.1.1.2" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.1.1.2.cmml"><mi id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.1.1.2.2" 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xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.2.4.2">𝑇</ci><ci id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.2.4.3.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.2.4.3">𝐿</ci></apply></apply><apply id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3"><times id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.1.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.1"></times><ci id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.2.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.2">𝐴</ci><apply id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3"><csymbol cd="ambiguous" id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3.1.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3">superscript</csymbol><ci id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3.2.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3.2">𝑇</ci><ci id="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3.3.cmml" xref="Sx2.E1.m1.1.1.1.1.m1.1.1.1.1.2.2.3.3.3.3">𝐿</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx2.E1.m1.1.1.1.1.m1.1c">slack^{E}=AT^{E}-RAT^{E},slack^{L}=RAT^{L}-AT^{L},</annotation><annotation encoding="application/x-llamapun" id="Sx2.E1.m1.1.1.1.1.m1.1d">italic_s italic_l italic_a italic_c italic_k start_POSTSUPERSCRIPT italic_E end_POSTSUPERSCRIPT = italic_A italic_T start_POSTSUPERSCRIPT italic_E end_POSTSUPERSCRIPT - italic_R italic_A italic_T start_POSTSUPERSCRIPT italic_E end_POSTSUPERSCRIPT , italic_s italic_l italic_a italic_c italic_k start_POSTSUPERSCRIPT italic_L end_POSTSUPERSCRIPT = italic_R italic_A italic_T start_POSTSUPERSCRIPT italic_L end_POSTSUPERSCRIPT - italic_A italic_T start_POSTSUPERSCRIPT italic_L end_POSTSUPERSCRIPT ,</annotation></semantics></math> </div> </td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="0">(1)</td> </tr></tbody> </table> where <math alttext="E,L" class="ltx_Math" display="inline" id="Sx2.SS0.SSSx1.p2.1.m1.2"><semantics id="Sx2.SS0.SSSx1.p2.1.m1.2a"><mrow id="Sx2.SS0.SSSx1.p2.1.m1.2.3.2" xref="Sx2.SS0.SSSx1.p2.1.m1.2.3.1.cmml"><mi id="Sx2.SS0.SSSx1.p2.1.m1.1.1" xref="Sx2.SS0.SSSx1.p2.1.m1.1.1.cmml">E</mi><mo id="Sx2.SS0.SSSx1.p2.1.m1.2.3.2.1" xref="Sx2.SS0.SSSx1.p2.1.m1.2.3.1.cmml">,</mo><mi id="Sx2.SS0.SSSx1.p2.1.m1.2.2" xref="Sx2.SS0.SSSx1.p2.1.m1.2.2.cmml">L</mi></mrow><annotation-xml encoding="MathML-Content" id="Sx2.SS0.SSSx1.p2.1.m1.2b"><list id="Sx2.SS0.SSSx1.p2.1.m1.2.3.1.cmml" xref="Sx2.SS0.SSSx1.p2.1.m1.2.3.2"><ci id="Sx2.SS0.SSSx1.p2.1.m1.1.1.cmml" xref="Sx2.SS0.SSSx1.p2.1.m1.1.1">𝐸</ci><ci id="Sx2.SS0.SSSx1.p2.1.m1.2.2.cmml" xref="Sx2.SS0.SSSx1.p2.1.m1.2.2">𝐿</ci></list></annotation-xml><annotation encoding="application/x-tex" id="Sx2.SS0.SSSx1.p2.1.m1.2c">E,L</annotation><annotation encoding="application/x-llamapun" id="Sx2.SS0.SSSx1.p2.1.m1.2d">italic_E , italic_L</annotation></semantics></math> means early and late, and a positive slack means timing constraint is satisfied. Since RAT is usually provided in external files, so we mainly focus the estimation of AT, and use provided RAT and estimated AT to calculate slack. </div> <div class="ltx_para" id="Sx2.SS0.SSSx1.p3"> Besides, the signal transition is characterized by its slew, which is defined as the required amount time of transition between electrical levels. Slew is also an important timing metric to evaluation the quality of circuit, and accurate slew can be accessed by STA after routing. </div> </section> <section class="ltx_subsubsection" id="Sx2.SS0.SSSx2"> <h4 class="ltx_title ltx_title_subsubsection">Pre-training in EDA</h4> <div class="ltx_para" id="Sx2.SS0.SSSx2.p1"> As training from scratch requires much time and data, pre-training has been recently and widely applied in vision <cite class="ltx_cite ltx_citemacro_citep">(Bao et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib2" title="">2022</a>)</cite> and language <cite class="ltx_cite ltx_citemacro_citep">(Devlin et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib10" title="">2018</a>; Brown et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib4" title="">2020</a>)</cite>, and it is becoming a promising trend in EDA. Using pre-trained model not only saves these costs but provides more informative representation. DeepSeq <cite class="ltx_cite ltx_citemacro_citep">(Khan et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib19" title="">2023</a>)</cite>, DeepGate <cite class="ltx_cite ltx_citemacro_citep">(Li et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib25" title="">2022</a>)</cite> and Bulls-Eye <cite class="ltx_cite ltx_citemacro_citep">(Chowdhury et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib8" title="">2022</a>)</cite> transform circuits into AND-Inverter-Graph format and learn corresponding representation for logic synthesis. DeepPlace <cite class="ltx_cite ltx_citemacro_citep">(Cheng and Yan <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib7" title="">2021</a>)</cite> uses reinforcement learning agent pre-trained on macro connection to jointly solve placement and routing. However, few works about pre-training have been done in timing prediction, especially slack. We think pre-training can provide a graph embedding containing global view, which plays a critical role in addressing the signal decay and error accumulation in long timing paths. </div> </section> <section class="ltx_subsubsection" id="Sx2.SS0.SSSx3"> <h4 class="ltx_title ltx_title_subsubsection">GNNs for Timing Prediction</h4> <div class="ltx_para" id="Sx2.SS0.SSSx3.p1"> GNNs are optimizable transformations for graph-structured data attributes. As they continue to evolve, new variants are emerging that target graph topological structure <cite class="ltx_cite ltx_citemacro_citep">(Zhao et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib48" title="">2023</a>)</cite> and large-scale characteristics <cite class="ltx_cite ltx_citemacro_citep">(Wu et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib40" title="">2022</a>, <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib39" title="">2023a</a>, <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib41" title="">2023b</a>)</cite>. Due to the graph structure of circuit netlist, it is natural to apply GNN in EDA field. GCN <cite class="ltx_cite ltx_citemacro_citep">(Defferrard, Bresson, and Vandergheynst <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib9" title="">2016</a>; Kipf and Welling <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib21" title="">2017</a>)</cite> is proposed as a generalization from low-dimensional regular grids to high-dimensional irregular domains. GAT <cite class="ltx_cite ltx_citemacro_citep">(Veličković et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib35" title="">2018</a>)</cite> introduces attention mechanism to assign learnable weights for neighbours. GCNII <cite class="ltx_cite ltx_citemacro_citep">(Chen et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib5" title="">2020</a>)</cite> introduces initial residual and identity mapping to mitigate over-smoothing problem. GINE <cite class="ltx_cite ltx_citemacro_citep">(Hu et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib17" title="">2020</a>)</cite> is a variant of GIN <cite class="ltx_cite ltx_citemacro_citep">(Xu et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib44" title="">2019</a>)</cite> with additional edge features. At first, it is designed to address the graph isomorphism problem, but it also demonstrates strong ability in other graph related tasks, e.g. node classification. However, aforementioned GNNs are not specifically designed for circuits containing long timing paths, thus they are faced with local receptive field and over-smoothing problems. CircuitGNN <cite class="ltx_cite ltx_citemacro_citep">(Yang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib46" title="">2022</a>)</cite> converts each circuit to a heterogeneous graph, and designs the topo-geom message passing paradigm for prediction of wirelength and congestion. TimingGCN <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite> is a timing engine inspired GNN especially for pre-routing slack prediction. LHNN <cite class="ltx_cite ltx_citemacro_citep">(Wang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib36" title="">2022a</a>)</cite> uses lattice hyper-graph neural network to prediction routing congestion. Net<math alttext="{}^{2}" class="ltx_Math" display="inline" id="Sx2.SS0.SSSx3.p1.1.m1.1"><semantics id="Sx2.SS0.SSSx3.p1.1.m1.1a"><msup id="Sx2.SS0.SSSx3.p1.1.m1.1.1" xref="Sx2.SS0.SSSx3.p1.1.m1.1.1.cmml"><mi id="Sx2.SS0.SSSx3.p1.1.m1.1.1a" xref="Sx2.SS0.SSSx3.p1.1.m1.1.1.cmml"></mi><mn id="Sx2.SS0.SSSx3.p1.1.m1.1.1.1" xref="Sx2.SS0.SSSx3.p1.1.m1.1.1.1.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx2.SS0.SSSx3.p1.1.m1.1b"><apply id="Sx2.SS0.SSSx3.p1.1.m1.1.1.cmml" xref="Sx2.SS0.SSSx3.p1.1.m1.1.1"><cn id="Sx2.SS0.SSSx3.p1.1.m1.1.1.1.cmml" type="integer" xref="Sx2.SS0.SSSx3.p1.1.m1.1.1.1">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx2.SS0.SSSx3.p1.1.m1.1c">{}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx2.SS0.SSSx3.p1.1.m1.1d">start_FLOATSUPERSCRIPT 2 end_FLOATSUPERSCRIPT</annotation></semantics></math> <cite class="ltx_cite ltx_citemacro_citep">(Xie et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib43" title="">2021</a>)</cite> applies graph attention network into pre-placement net length estimation. </div> </section> </section> <section class="ltx_section" id="Sx3"> <h2 class="ltx_title ltx_title_section">Methodology</h2> <div class="ltx_para" id="Sx3.p1"> Formulation. Given the intermediate design result after placement and before routing, we predict the AT and slack for all pins in the circuit after routing. Each circuit is represented as a heterogeneous and directed acyclic graph (DAG), containing one type of node and three types of edge. Primary inputs (input ports), primary outputs (output ports), and pins are treated as one type of node. Cell, net and net_inv are three types of edges, corresponding to fan-in to fan-out, net driver to net sink, net sink to net driver connection, respectively. Pipeline of our approach is shown in Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx1.F2" title="Figure 2 ‣ Introduction ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">2</a>. </div> <section class="ltx_subsection" id="Sx3.SSx1"> <h3 class="ltx_title ltx_title_subsection">Global Circuit Pre-training</h3> <div class="ltx_para" id="Sx3.SSx1.p1"> Due to the local receptive field of common message passing paradigm based GNNs, the global view is often absent. It plays an essential role in accurately modeling the timing feature along timing path. As a consequence, the lack of global view leads to the signal decay and error accumulation problems. Motivated by this issue, we capture this feature via graph embeddings, which can be effectively learned by global circuit pre-training. </div> <div class="ltx_para" id="Sx3.SSx1.p2"> The first stage of our approach is to train an auto-encoder for graph reconstruction in a self-supervised way. We use it to explicitly extract the global embedding for downstream tasks. It provides a global view for the whole graph, which is absent in previous methods. Since the pre-training is implemented in a self-supervised way, circuits without timing labels (AT, slew, delay) can also be used for graph reconstruction, saving the cost during complete design flow, e.g. routing and STA, to access accurate labels. </div> <div class="ltx_para" id="Sx3.SSx1.p3"> The total loss of training auto-encoder is as follows: <table class="ltx_equation ltx_eqn_table" id="Sx3.E2"> <tbody><tr class="ltx_equation ltx_eqn_row ltx_align_baseline"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_eqn_cell ltx_align_center"><math alttext="{\mathcal{L}_{AE}=\lVert\mathbf{X}-D_{\varphi}\left(E_{\theta}(g,\mathbf{X})% \right)\rVert_{2}^{2}+\lambda\mathcal{L}_{KL},}" class="ltx_Math" display="block" id="Sx3.E2.m1.3"><semantics id="Sx3.E2.m1.3a"><mrow id="Sx3.E2.m1.3.3.1" xref="Sx3.E2.m1.3.3.1.1.cmml"><mrow id="Sx3.E2.m1.3.3.1.1" xref="Sx3.E2.m1.3.3.1.1.cmml"><msub id="Sx3.E2.m1.3.3.1.1.3" xref="Sx3.E2.m1.3.3.1.1.3.cmml"><mi 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start_POSTSUBSCRIPT italic_A italic_E end_POSTSUBSCRIPT = ∥ bold_X - italic_D start_POSTSUBSCRIPT italic_φ end_POSTSUBSCRIPT ( italic_E start_POSTSUBSCRIPT italic_θ end_POSTSUBSCRIPT ( italic_g , bold_X ) ) ∥ start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT + italic_λ caligraphic_L start_POSTSUBSCRIPT italic_K italic_L end_POSTSUBSCRIPT ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="1">(2)</td> </tr></tbody> </table> where <math alttext="g" class="ltx_Math" display="inline" id="Sx3.SSx1.p3.1.m1.1"><semantics id="Sx3.SSx1.p3.1.m1.1a"><mi id="Sx3.SSx1.p3.1.m1.1.1" xref="Sx3.SSx1.p3.1.m1.1.1.cmml">g</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx1.p3.1.m1.1b"><ci id="Sx3.SSx1.p3.1.m1.1.1.cmml" xref="Sx3.SSx1.p3.1.m1.1.1">𝑔</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx1.p3.1.m1.1c">g</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx1.p3.1.m1.1d">italic_g</annotation></semantics></math> is the circuit graph, <math alttext="\mathbf{X}" class="ltx_Math" display="inline" id="Sx3.SSx1.p3.2.m2.1"><semantics id="Sx3.SSx1.p3.2.m2.1a"><mi id="Sx3.SSx1.p3.2.m2.1.1" xref="Sx3.SSx1.p3.2.m2.1.1.cmml">𝐗</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx1.p3.2.m2.1b"><ci id="Sx3.SSx1.p3.2.m2.1.1.cmml" xref="Sx3.SSx1.p3.2.m2.1.1">𝐗</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx1.p3.2.m2.1c">\mathbf{X}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx1.p3.2.m2.1d">bold_X</annotation></semantics></math> is the node feature. To avoid arbitrarily high variance in latent space, we add a regularization term, a slight Kullback-Leibler divergence penalty towards a standard normal distribution, where <math alttext="\lambda" class="ltx_Math" display="inline" id="Sx3.SSx1.p3.3.m3.1"><semantics id="Sx3.SSx1.p3.3.m3.1a"><mi id="Sx3.SSx1.p3.3.m3.1.1" xref="Sx3.SSx1.p3.3.m3.1.1.cmml">λ</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx1.p3.3.m3.1b"><ci id="Sx3.SSx1.p3.3.m3.1.1.cmml" xref="Sx3.SSx1.p3.3.m3.1.1">𝜆</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx1.p3.3.m3.1c">\lambda</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx1.p3.3.m3.1d">italic_λ</annotation></semantics></math> is the KL-penalty weight. We train auto-encoder and our GNN with the same data, but timing labels do not involve this pre-training stage. After that, we drop the decoder and freeze/fine-tune the encoder to get the node embeddings in latent space. The global graph embedding is extracted through a global average pooling layer. We concatenate these embeddings to original node features and feed them to following GNN. </div> <figure class="ltx_figure" id="Sx3.F3"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="356" id="Sx3.F3.g1" src="x4.png" width="664"/> <figcaption class="ltx_caption ltx_centering">Figure 3: Multi-head Joint Attention (MJA) for cell modeling. To model this querying-indexing-interpolation process, we model it with a joint attention. </figcaption> </figure> </section> <section class="ltx_subsection" id="Sx3.SSx2"> <h3 class="ltx_title ltx_title_subsection">Residual Local Learning of Signal Delay</h3> <div class="ltx_para" id="Sx3.SSx2.p1"> In line with TimingGCN <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite>, we define topological level (level for short) as a sub-set of whole graph’s vertex set, and all vertices in a level have the same topological sorting order. Each vertex belongs to one and only one level. Given a level, we can set the sorting order of any its vertices as its level index, and this level index is unique. </div> <div class="ltx_para" id="Sx3.SSx2.p2"> From Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx1.F1" title="Figure 1 ‣ Introduction ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">1</a> we can see that, in previous estimation methods, MSE increases rapidly with topological level, suggesting the existence of signal decay and error accumulation. To mitigate these problems, we propose our message passing and node updating scheme for long timing paths. </div> <div class="ltx_para" id="Sx3.SSx2.p3"> Considering a circuit and its signal propagation, e.g. the computation of AT, the circuit can be represented as an Activity-On-Edge network <cite class="ltx_cite ltx_citemacro_citep">(Hu, Sinha, and Keller <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib16" title="">2014</a>)</cite>, where the activity cost on each edge is net delay or cell delay. 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id="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.1.cmml" xref="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3">subscript</csymbol><ci id="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.2.cmml" xref="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.2">𝑑</ci><apply id="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.cmml" xref="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3"><times id="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.1.cmml" xref="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.1"></times><ci id="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.2.cmml" xref="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.2">𝑗</ci><ci id="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.3.cmml" xref="Sx3.SSx2.p3.2.m2.3.3.2.2.2.1.3.3.3">𝑖</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p3.2.m2.3c">AT_{i}=\max_{j\in\mathcal{N}(i)}\left(AT_{j}+d_{ji}\right)</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p3.2.m2.3d">italic_A italic_T start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT = roman_max start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT ( italic_A italic_T start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT + italic_d start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT )</annotation></semantics></math>, where <math alttext="\mathcal{N}(i)" class="ltx_Math" display="inline" id="Sx3.SSx2.p3.3.m3.1"><semantics id="Sx3.SSx2.p3.3.m3.1a"><mrow id="Sx3.SSx2.p3.3.m3.1.2" xref="Sx3.SSx2.p3.3.m3.1.2.cmml"><mi class="ltx_font_mathcaligraphic" id="Sx3.SSx2.p3.3.m3.1.2.2" xref="Sx3.SSx2.p3.3.m3.1.2.2.cmml">𝒩</mi><mo id="Sx3.SSx2.p3.3.m3.1.2.1" xref="Sx3.SSx2.p3.3.m3.1.2.1.cmml">⁢</mo><mrow id="Sx3.SSx2.p3.3.m3.1.2.3.2" xref="Sx3.SSx2.p3.3.m3.1.2.cmml"><mo id="Sx3.SSx2.p3.3.m3.1.2.3.2.1" stretchy="false" xref="Sx3.SSx2.p3.3.m3.1.2.cmml">(</mo><mi id="Sx3.SSx2.p3.3.m3.1.1" xref="Sx3.SSx2.p3.3.m3.1.1.cmml">i</mi><mo id="Sx3.SSx2.p3.3.m3.1.2.3.2.2" stretchy="false" xref="Sx3.SSx2.p3.3.m3.1.2.cmml">)</mo></mrow></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p3.3.m3.1b"><apply id="Sx3.SSx2.p3.3.m3.1.2.cmml" xref="Sx3.SSx2.p3.3.m3.1.2"><times id="Sx3.SSx2.p3.3.m3.1.2.1.cmml" xref="Sx3.SSx2.p3.3.m3.1.2.1"></times><ci id="Sx3.SSx2.p3.3.m3.1.2.2.cmml" xref="Sx3.SSx2.p3.3.m3.1.2.2">𝒩</ci><ci id="Sx3.SSx2.p3.3.m3.1.1.cmml" xref="Sx3.SSx2.p3.3.m3.1.1">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p3.3.m3.1c">\mathcal{N}(i)</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p3.3.m3.1d">caligraphic_N ( italic_i )</annotation></semantics></math> is the predecessors of <math alttext="i" class="ltx_Math" display="inline" id="Sx3.SSx2.p3.4.m4.1"><semantics id="Sx3.SSx2.p3.4.m4.1a"><mi id="Sx3.SSx2.p3.4.m4.1.1" xref="Sx3.SSx2.p3.4.m4.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p3.4.m4.1b"><ci id="Sx3.SSx2.p3.4.m4.1.1.cmml" xref="Sx3.SSx2.p3.4.m4.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p3.4.m4.1c">i</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p3.4.m4.1d">italic_i</annotation></semantics></math> and <math alttext="d_{ji}" class="ltx_Math" display="inline" id="Sx3.SSx2.p3.5.m5.1"><semantics id="Sx3.SSx2.p3.5.m5.1a"><msub id="Sx3.SSx2.p3.5.m5.1.1" xref="Sx3.SSx2.p3.5.m5.1.1.cmml"><mi id="Sx3.SSx2.p3.5.m5.1.1.2" xref="Sx3.SSx2.p3.5.m5.1.1.2.cmml">d</mi><mrow id="Sx3.SSx2.p3.5.m5.1.1.3" xref="Sx3.SSx2.p3.5.m5.1.1.3.cmml"><mi id="Sx3.SSx2.p3.5.m5.1.1.3.2" xref="Sx3.SSx2.p3.5.m5.1.1.3.2.cmml">j</mi><mo id="Sx3.SSx2.p3.5.m5.1.1.3.1" xref="Sx3.SSx2.p3.5.m5.1.1.3.1.cmml">⁢</mo><mi id="Sx3.SSx2.p3.5.m5.1.1.3.3" xref="Sx3.SSx2.p3.5.m5.1.1.3.3.cmml">i</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p3.5.m5.1b"><apply id="Sx3.SSx2.p3.5.m5.1.1.cmml" xref="Sx3.SSx2.p3.5.m5.1.1"><csymbol cd="ambiguous" id="Sx3.SSx2.p3.5.m5.1.1.1.cmml" xref="Sx3.SSx2.p3.5.m5.1.1">subscript</csymbol><ci id="Sx3.SSx2.p3.5.m5.1.1.2.cmml" xref="Sx3.SSx2.p3.5.m5.1.1.2">𝑑</ci><apply id="Sx3.SSx2.p3.5.m5.1.1.3.cmml" xref="Sx3.SSx2.p3.5.m5.1.1.3"><times id="Sx3.SSx2.p3.5.m5.1.1.3.1.cmml" xref="Sx3.SSx2.p3.5.m5.1.1.3.1"></times><ci id="Sx3.SSx2.p3.5.m5.1.1.3.2.cmml" xref="Sx3.SSx2.p3.5.m5.1.1.3.2">𝑗</ci><ci id="Sx3.SSx2.p3.5.m5.1.1.3.3.cmml" xref="Sx3.SSx2.p3.5.m5.1.1.3.3">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p3.5.m5.1c">d_{ji}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p3.5.m5.1d">italic_d start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math> is the delay from <math alttext="j" class="ltx_Math" display="inline" id="Sx3.SSx2.p3.6.m6.1"><semantics id="Sx3.SSx2.p3.6.m6.1a"><mi id="Sx3.SSx2.p3.6.m6.1.1" xref="Sx3.SSx2.p3.6.m6.1.1.cmml">j</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p3.6.m6.1b"><ci id="Sx3.SSx2.p3.6.m6.1.1.cmml" xref="Sx3.SSx2.p3.6.m6.1.1">𝑗</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p3.6.m6.1c">j</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p3.6.m6.1d">italic_j</annotation></semantics></math> to <math alttext="i" class="ltx_Math" display="inline" id="Sx3.SSx2.p3.7.m7.1"><semantics id="Sx3.SSx2.p3.7.m7.1a"><mi id="Sx3.SSx2.p3.7.m7.1.1" xref="Sx3.SSx2.p3.7.m7.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p3.7.m7.1b"><ci id="Sx3.SSx2.p3.7.m7.1.1.cmml" xref="Sx3.SSx2.p3.7.m7.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p3.7.m7.1c">i</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p3.7.m7.1d">italic_i</annotation></semantics></math>. </div> <div class="ltx_para" id="Sx3.SSx2.p4"> To explicitly model this delay, we introduce residual local learning (RLL) in our node updating scheme: <table class="ltx_equationgroup ltx_eqn_table" id="Sx3.E3"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E3X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{m}_{e}^{(t+1)}" class="ltx_Math" display="inline" id="Sx3.E3X.2.1.1.m1.1"><semantics id="Sx3.E3X.2.1.1.m1.1a"><msubsup id="Sx3.E3X.2.1.1.m1.1.2" xref="Sx3.E3X.2.1.1.m1.1.2.cmml"><mi id="Sx3.E3X.2.1.1.m1.1.2.2.2" xref="Sx3.E3X.2.1.1.m1.1.2.2.2.cmml">𝐦</mi><mi id="Sx3.E3X.2.1.1.m1.1.2.2.3" xref="Sx3.E3X.2.1.1.m1.1.2.2.3.cmml">e</mi><mrow id="Sx3.E3X.2.1.1.m1.1.1.1.1" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.cmml"><mo id="Sx3.E3X.2.1.1.m1.1.1.1.1.2" stretchy="false" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.cmml">(</mo><mrow id="Sx3.E3X.2.1.1.m1.1.1.1.1.1" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.cmml"><mi id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.2" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.2.cmml">t</mi><mo id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.1" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.1.cmml">+</mo><mn id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.3" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.3.cmml">1</mn></mrow><mo id="Sx3.E3X.2.1.1.m1.1.1.1.1.3" stretchy="false" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.cmml">)</mo></mrow></msubsup><annotation-xml encoding="MathML-Content" id="Sx3.E3X.2.1.1.m1.1b"><apply id="Sx3.E3X.2.1.1.m1.1.2.cmml" xref="Sx3.E3X.2.1.1.m1.1.2"><csymbol cd="ambiguous" id="Sx3.E3X.2.1.1.m1.1.2.1.cmml" xref="Sx3.E3X.2.1.1.m1.1.2">superscript</csymbol><apply id="Sx3.E3X.2.1.1.m1.1.2.2.cmml" xref="Sx3.E3X.2.1.1.m1.1.2"><csymbol cd="ambiguous" id="Sx3.E3X.2.1.1.m1.1.2.2.1.cmml" xref="Sx3.E3X.2.1.1.m1.1.2">subscript</csymbol><ci id="Sx3.E3X.2.1.1.m1.1.2.2.2.cmml" xref="Sx3.E3X.2.1.1.m1.1.2.2.2">𝐦</ci><ci id="Sx3.E3X.2.1.1.m1.1.2.2.3.cmml" xref="Sx3.E3X.2.1.1.m1.1.2.2.3">𝑒</ci></apply><apply id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.cmml" xref="Sx3.E3X.2.1.1.m1.1.1.1.1"><plus id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.1.cmml" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.1"></plus><ci id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.2.cmml" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.2">𝑡</ci><cn id="Sx3.E3X.2.1.1.m1.1.1.1.1.1.3.cmml" type="integer" xref="Sx3.E3X.2.1.1.m1.1.1.1.1.1.3">1</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E3X.2.1.1.m1.1c">\displaystyle\mathbf{m}_{e}^{(t+1)}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E3X.2.1.1.m1.1d">bold_m start_POSTSUBSCRIPT italic_e end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t + 1 ) end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\mathbf{x}_{u}^{(t)}+\phi\left(\mathbf{x}_{u}^{(t)},\mathbf{x}_{% v}^{(t)},\mathbf{f}_{e}^{(t)}\right),e\in\mathcal{E}" class="ltx_Math" display="inline" id="Sx3.E3X.3.2.2.m1.6"><semantics id="Sx3.E3X.3.2.2.m1.6a"><mrow id="Sx3.E3X.3.2.2.m1.6.6.2" xref="Sx3.E3X.3.2.2.m1.6.6.3.cmml"><mrow id="Sx3.E3X.3.2.2.m1.5.5.1.1" xref="Sx3.E3X.3.2.2.m1.5.5.1.1.cmml"><mi id="Sx3.E3X.3.2.2.m1.5.5.1.1.5" xref="Sx3.E3X.3.2.2.m1.5.5.1.1.5.cmml"></mi><mo id="Sx3.E3X.3.2.2.m1.5.5.1.1.4" 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encoding="application/x-llamapun" id="Sx3.E3X.3.2.2.m1.6d">= bold_x start_POSTSUBSCRIPT italic_u end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t ) end_POSTSUPERSCRIPT + italic_ϕ ( bold_x start_POSTSUBSCRIPT italic_u end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t ) end_POSTSUPERSCRIPT , bold_x start_POSTSUBSCRIPT italic_v end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t ) end_POSTSUPERSCRIPT , bold_f start_POSTSUBSCRIPT italic_e end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t ) end_POSTSUPERSCRIPT ) , italic_e ∈ caligraphic_E</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="2">(3)</td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E3Xa"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{x}_{v}^{(t+1)}" class="ltx_Math" display="inline" 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xref="Sx3.E3Xa.3.2.2.m1.2.2.1.1.1.1"></plus><ci id="Sx3.E3Xa.3.2.2.m1.2.2.1.1.1.2.cmml" xref="Sx3.E3Xa.3.2.2.m1.2.2.1.1.1.2">𝑡</ci><cn id="Sx3.E3Xa.3.2.2.m1.2.2.1.1.1.3.cmml" type="integer" xref="Sx3.E3Xa.3.2.2.m1.2.2.1.1.1.3">1</cn></apply></apply><apply id="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.cmml" xref="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2"><in id="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.1.cmml" xref="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.1"></in><ci id="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.2.cmml" xref="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.2">𝑒</ci><ci id="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.3.cmml" xref="Sx3.E3Xa.3.2.2.m1.3.3.1.1.1.1.1.1.1.2.2.3">ℰ</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E3Xa.3.2.2.m1.3c">\displaystyle=\mathbf{x}_{v}^{(t)}+\rho\left(\left\{\mathbf{m}_{e}^{(t+1)}:e% \in\mathcal{E}\right\}\right),</annotation><annotation encoding="application/x-llamapun" id="Sx3.E3Xa.3.2.2.m1.3d">= bold_x start_POSTSUBSCRIPT italic_v end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t ) end_POSTSUPERSCRIPT + italic_ρ ( { bold_m start_POSTSUBSCRIPT italic_e end_POSTSUBSCRIPT start_POSTSUPERSCRIPT ( italic_t + 1 ) end_POSTSUPERSCRIPT : italic_e ∈ caligraphic_E } ) ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="\mathbf{x}_{v}\in\mathbb{R}^{d_{1}}" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.1.m1.1"><semantics id="Sx3.SSx2.p4.1.m1.1a"><mrow id="Sx3.SSx2.p4.1.m1.1.1" xref="Sx3.SSx2.p4.1.m1.1.1.cmml"><msub id="Sx3.SSx2.p4.1.m1.1.1.2" xref="Sx3.SSx2.p4.1.m1.1.1.2.cmml"><mi id="Sx3.SSx2.p4.1.m1.1.1.2.2" xref="Sx3.SSx2.p4.1.m1.1.1.2.2.cmml">𝐱</mi><mi id="Sx3.SSx2.p4.1.m1.1.1.2.3" xref="Sx3.SSx2.p4.1.m1.1.1.2.3.cmml">v</mi></msub><mo id="Sx3.SSx2.p4.1.m1.1.1.1" xref="Sx3.SSx2.p4.1.m1.1.1.1.cmml">∈</mo><msup id="Sx3.SSx2.p4.1.m1.1.1.3" xref="Sx3.SSx2.p4.1.m1.1.1.3.cmml"><mi id="Sx3.SSx2.p4.1.m1.1.1.3.2" xref="Sx3.SSx2.p4.1.m1.1.1.3.2.cmml">ℝ</mi><msub id="Sx3.SSx2.p4.1.m1.1.1.3.3" xref="Sx3.SSx2.p4.1.m1.1.1.3.3.cmml"><mi id="Sx3.SSx2.p4.1.m1.1.1.3.3.2" xref="Sx3.SSx2.p4.1.m1.1.1.3.3.2.cmml">d</mi><mn id="Sx3.SSx2.p4.1.m1.1.1.3.3.3" xref="Sx3.SSx2.p4.1.m1.1.1.3.3.3.cmml">1</mn></msub></msup></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.1.m1.1b"><apply id="Sx3.SSx2.p4.1.m1.1.1.cmml" xref="Sx3.SSx2.p4.1.m1.1.1"><in id="Sx3.SSx2.p4.1.m1.1.1.1.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.1"></in><apply id="Sx3.SSx2.p4.1.m1.1.1.2.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.2"><csymbol cd="ambiguous" id="Sx3.SSx2.p4.1.m1.1.1.2.1.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.2">subscript</csymbol><ci id="Sx3.SSx2.p4.1.m1.1.1.2.2.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.2.2">𝐱</ci><ci id="Sx3.SSx2.p4.1.m1.1.1.2.3.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.2.3">𝑣</ci></apply><apply id="Sx3.SSx2.p4.1.m1.1.1.3.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.3"><csymbol cd="ambiguous" id="Sx3.SSx2.p4.1.m1.1.1.3.1.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.3">superscript</csymbol><ci id="Sx3.SSx2.p4.1.m1.1.1.3.2.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.3.2">ℝ</ci><apply id="Sx3.SSx2.p4.1.m1.1.1.3.3.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.3.3"><csymbol cd="ambiguous" id="Sx3.SSx2.p4.1.m1.1.1.3.3.1.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.3.3">subscript</csymbol><ci id="Sx3.SSx2.p4.1.m1.1.1.3.3.2.cmml" xref="Sx3.SSx2.p4.1.m1.1.1.3.3.2">𝑑</ci><cn id="Sx3.SSx2.p4.1.m1.1.1.3.3.3.cmml" type="integer" xref="Sx3.SSx2.p4.1.m1.1.1.3.3.3">1</cn></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.1.m1.1c">\mathbf{x}_{v}\in\mathbb{R}^{d_{1}}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.1.m1.1d">bold_x start_POSTSUBSCRIPT italic_v end_POSTSUBSCRIPT ∈ blackboard_R start_POSTSUPERSCRIPT italic_d start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT</annotation></semantics></math> is the feature for node <math alttext="v" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.2.m2.1"><semantics id="Sx3.SSx2.p4.2.m2.1a"><mi id="Sx3.SSx2.p4.2.m2.1.1" xref="Sx3.SSx2.p4.2.m2.1.1.cmml">v</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.2.m2.1b"><ci id="Sx3.SSx2.p4.2.m2.1.1.cmml" xref="Sx3.SSx2.p4.2.m2.1.1">𝑣</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.2.m2.1c">v</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.2.m2.1d">italic_v</annotation></semantics></math>, <math alttext="e=(u,v)" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.3.m3.2"><semantics id="Sx3.SSx2.p4.3.m3.2a"><mrow id="Sx3.SSx2.p4.3.m3.2.3" xref="Sx3.SSx2.p4.3.m3.2.3.cmml"><mi id="Sx3.SSx2.p4.3.m3.2.3.2" xref="Sx3.SSx2.p4.3.m3.2.3.2.cmml">e</mi><mo id="Sx3.SSx2.p4.3.m3.2.3.1" xref="Sx3.SSx2.p4.3.m3.2.3.1.cmml">=</mo><mrow id="Sx3.SSx2.p4.3.m3.2.3.3.2" xref="Sx3.SSx2.p4.3.m3.2.3.3.1.cmml"><mo id="Sx3.SSx2.p4.3.m3.2.3.3.2.1" stretchy="false" xref="Sx3.SSx2.p4.3.m3.2.3.3.1.cmml">(</mo><mi id="Sx3.SSx2.p4.3.m3.1.1" xref="Sx3.SSx2.p4.3.m3.1.1.cmml">u</mi><mo id="Sx3.SSx2.p4.3.m3.2.3.3.2.2" xref="Sx3.SSx2.p4.3.m3.2.3.3.1.cmml">,</mo><mi id="Sx3.SSx2.p4.3.m3.2.2" xref="Sx3.SSx2.p4.3.m3.2.2.cmml">v</mi><mo id="Sx3.SSx2.p4.3.m3.2.3.3.2.3" stretchy="false" xref="Sx3.SSx2.p4.3.m3.2.3.3.1.cmml">)</mo></mrow></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.3.m3.2b"><apply id="Sx3.SSx2.p4.3.m3.2.3.cmml" xref="Sx3.SSx2.p4.3.m3.2.3"><eq id="Sx3.SSx2.p4.3.m3.2.3.1.cmml" xref="Sx3.SSx2.p4.3.m3.2.3.1"></eq><ci id="Sx3.SSx2.p4.3.m3.2.3.2.cmml" xref="Sx3.SSx2.p4.3.m3.2.3.2">𝑒</ci><interval closure="open" id="Sx3.SSx2.p4.3.m3.2.3.3.1.cmml" xref="Sx3.SSx2.p4.3.m3.2.3.3.2"><ci id="Sx3.SSx2.p4.3.m3.1.1.cmml" xref="Sx3.SSx2.p4.3.m3.1.1">𝑢</ci><ci id="Sx3.SSx2.p4.3.m3.2.2.cmml" xref="Sx3.SSx2.p4.3.m3.2.2">𝑣</ci></interval></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.3.m3.2c">e=(u,v)</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.3.m3.2d">italic_e = ( italic_u , italic_v )</annotation></semantics></math> is the directed edge from <math alttext="u" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.4.m4.1"><semantics id="Sx3.SSx2.p4.4.m4.1a"><mi id="Sx3.SSx2.p4.4.m4.1.1" xref="Sx3.SSx2.p4.4.m4.1.1.cmml">u</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.4.m4.1b"><ci id="Sx3.SSx2.p4.4.m4.1.1.cmml" xref="Sx3.SSx2.p4.4.m4.1.1">𝑢</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.4.m4.1c">u</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.4.m4.1d">italic_u</annotation></semantics></math> to <math alttext="v" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.5.m5.1"><semantics id="Sx3.SSx2.p4.5.m5.1a"><mi id="Sx3.SSx2.p4.5.m5.1.1" xref="Sx3.SSx2.p4.5.m5.1.1.cmml">v</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.5.m5.1b"><ci id="Sx3.SSx2.p4.5.m5.1.1.cmml" xref="Sx3.SSx2.p4.5.m5.1.1">𝑣</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.5.m5.1c">v</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.5.m5.1d">italic_v</annotation></semantics></math>, <math alttext="\mathbf{f}_{e}\in\mathbb{R}^{d_{2}}" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.6.m6.1"><semantics id="Sx3.SSx2.p4.6.m6.1a"><mrow id="Sx3.SSx2.p4.6.m6.1.1" xref="Sx3.SSx2.p4.6.m6.1.1.cmml"><msub id="Sx3.SSx2.p4.6.m6.1.1.2" xref="Sx3.SSx2.p4.6.m6.1.1.2.cmml"><mi id="Sx3.SSx2.p4.6.m6.1.1.2.2" xref="Sx3.SSx2.p4.6.m6.1.1.2.2.cmml">𝐟</mi><mi id="Sx3.SSx2.p4.6.m6.1.1.2.3" xref="Sx3.SSx2.p4.6.m6.1.1.2.3.cmml">e</mi></msub><mo id="Sx3.SSx2.p4.6.m6.1.1.1" xref="Sx3.SSx2.p4.6.m6.1.1.1.cmml">∈</mo><msup id="Sx3.SSx2.p4.6.m6.1.1.3" xref="Sx3.SSx2.p4.6.m6.1.1.3.cmml"><mi id="Sx3.SSx2.p4.6.m6.1.1.3.2" xref="Sx3.SSx2.p4.6.m6.1.1.3.2.cmml">ℝ</mi><msub id="Sx3.SSx2.p4.6.m6.1.1.3.3" xref="Sx3.SSx2.p4.6.m6.1.1.3.3.cmml"><mi id="Sx3.SSx2.p4.6.m6.1.1.3.3.2" xref="Sx3.SSx2.p4.6.m6.1.1.3.3.2.cmml">d</mi><mn id="Sx3.SSx2.p4.6.m6.1.1.3.3.3" xref="Sx3.SSx2.p4.6.m6.1.1.3.3.3.cmml">2</mn></msub></msup></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.6.m6.1b"><apply id="Sx3.SSx2.p4.6.m6.1.1.cmml" xref="Sx3.SSx2.p4.6.m6.1.1"><in id="Sx3.SSx2.p4.6.m6.1.1.1.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.1"></in><apply id="Sx3.SSx2.p4.6.m6.1.1.2.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.2"><csymbol cd="ambiguous" id="Sx3.SSx2.p4.6.m6.1.1.2.1.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.2">subscript</csymbol><ci id="Sx3.SSx2.p4.6.m6.1.1.2.2.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.2.2">𝐟</ci><ci id="Sx3.SSx2.p4.6.m6.1.1.2.3.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.2.3">𝑒</ci></apply><apply id="Sx3.SSx2.p4.6.m6.1.1.3.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.3"><csymbol cd="ambiguous" id="Sx3.SSx2.p4.6.m6.1.1.3.1.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.3">superscript</csymbol><ci id="Sx3.SSx2.p4.6.m6.1.1.3.2.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.3.2">ℝ</ci><apply id="Sx3.SSx2.p4.6.m6.1.1.3.3.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.3.3"><csymbol cd="ambiguous" id="Sx3.SSx2.p4.6.m6.1.1.3.3.1.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.3.3">subscript</csymbol><ci id="Sx3.SSx2.p4.6.m6.1.1.3.3.2.cmml" xref="Sx3.SSx2.p4.6.m6.1.1.3.3.2">𝑑</ci><cn id="Sx3.SSx2.p4.6.m6.1.1.3.3.3.cmml" type="integer" xref="Sx3.SSx2.p4.6.m6.1.1.3.3.3">2</cn></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.6.m6.1c">\mathbf{f}_{e}\in\mathbb{R}^{d_{2}}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.6.m6.1d">bold_f start_POSTSUBSCRIPT italic_e end_POSTSUBSCRIPT ∈ blackboard_R start_POSTSUPERSCRIPT italic_d start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT</annotation></semantics></math> is the feature for edge <math alttext="e" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.7.m7.1"><semantics id="Sx3.SSx2.p4.7.m7.1a"><mi id="Sx3.SSx2.p4.7.m7.1.1" xref="Sx3.SSx2.p4.7.m7.1.1.cmml">e</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.7.m7.1b"><ci id="Sx3.SSx2.p4.7.m7.1.1.cmml" xref="Sx3.SSx2.p4.7.m7.1.1">𝑒</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.7.m7.1c">e</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.7.m7.1d">italic_e</annotation></semantics></math>, <math alttext="\mathcal{E}" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.8.m8.1"><semantics id="Sx3.SSx2.p4.8.m8.1a"><mi class="ltx_font_mathcaligraphic" id="Sx3.SSx2.p4.8.m8.1.1" xref="Sx3.SSx2.p4.8.m8.1.1.cmml">ℰ</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.8.m8.1b"><ci id="Sx3.SSx2.p4.8.m8.1.1.cmml" xref="Sx3.SSx2.p4.8.m8.1.1">ℰ</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.8.m8.1c">\mathcal{E}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.8.m8.1d">caligraphic_E</annotation></semantics></math> is the edge set, <math alttext="t" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.9.m9.1"><semantics id="Sx3.SSx2.p4.9.m9.1a"><mi id="Sx3.SSx2.p4.9.m9.1.1" xref="Sx3.SSx2.p4.9.m9.1.1.cmml">t</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.9.m9.1b"><ci id="Sx3.SSx2.p4.9.m9.1.1.cmml" xref="Sx3.SSx2.p4.9.m9.1.1">𝑡</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.9.m9.1c">t</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.9.m9.1d">italic_t</annotation></semantics></math> is the GNN layer index, <math alttext="\phi" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.10.m10.1"><semantics id="Sx3.SSx2.p4.10.m10.1a"><mi id="Sx3.SSx2.p4.10.m10.1.1" xref="Sx3.SSx2.p4.10.m10.1.1.cmml">ϕ</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.10.m10.1b"><ci id="Sx3.SSx2.p4.10.m10.1.1.cmml" xref="Sx3.SSx2.p4.10.m10.1.1">italic-ϕ</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.10.m10.1c">\phi</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.10.m10.1d">italic_ϕ</annotation></semantics></math> is the message function, <math alttext="\rho" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.11.m11.1"><semantics id="Sx3.SSx2.p4.11.m11.1a"><mi id="Sx3.SSx2.p4.11.m11.1.1" xref="Sx3.SSx2.p4.11.m11.1.1.cmml">ρ</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.11.m11.1b"><ci id="Sx3.SSx2.p4.11.m11.1.1.cmml" xref="Sx3.SSx2.p4.11.m11.1.1">𝜌</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.11.m11.1c">\rho</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.11.m11.1d">italic_ρ</annotation></semantics></math> is the reduce function, and <math alttext="\psi" class="ltx_Math" display="inline" id="Sx3.SSx2.p4.12.m12.1"><semantics id="Sx3.SSx2.p4.12.m12.1a"><mi id="Sx3.SSx2.p4.12.m12.1.1" xref="Sx3.SSx2.p4.12.m12.1.1.cmml">ψ</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p4.12.m12.1b"><ci id="Sx3.SSx2.p4.12.m12.1.1.cmml" xref="Sx3.SSx2.p4.12.m12.1.1">𝜓</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p4.12.m12.1c">\psi</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p4.12.m12.1d">italic_ψ</annotation></semantics></math> is the update function. This inductive bias better depicts the signal computation process and learning incremental value is the direct manifestation of learning cell delay and net delay. </div> <figure class="ltx_figure" id="Sx3.F4"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="279" id="Sx3.F4.g1" src="x5.png" width="830"/> <figcaption class="ltx_caption ltx_centering">Figure 4: Illustration for order preserving graph partition. Padding nodes are not involved in loss computing and BP. </figcaption> </figure> <div class="ltx_para" id="Sx3.SSx2.p5"> Topological level encoding. Node topological sorting order is useful to address the signal decay and error accumulation, as it indicates the node location in timing path. We incorporate topological level encoding to map the level index to a multi-frequency vector. Inspired by NeRF <cite class="ltx_cite ltx_citemacro_citep">(Mildenhall et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib29" title="">2021</a>)</cite> and Transformer <cite class="ltx_cite ltx_citemacro_citep">(Vaswani et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib34" title="">2017</a>)</cite>, we use following encoding: <table class="ltx_equationgroup ltx_eqn_table" id="Sx3.E4"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E4X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\scalebox{0.85}{$\gamma(x)=[x,\sin(2^{0}\uppi x/L),\cos(2^{0}% \uppi x/L),\sin(2^{1}\uppi x/L),$}" class="ltx_math_unparsed" display="inline" id="Sx3.E4X.2.1.1.m1.5"><semantics id="Sx3.E4X.2.1.1.m1.5a"><mpadded depth="2.1pt" height="7.0pt" id="Sx3.E4X.2.1.1.m1.5.5" width="190.6pt"><mi id="Sx3.E4X.2.1.1.m1.5.5.7">γ</mi><mrow id="Sx3.E4X.2.1.1.m1.5.5.8"><mo id="Sx3.E4X.2.1.1.m1.5.5.8.1" stretchy="false">(</mo><mi id="Sx3.E4X.2.1.1.m1.1.1.2">x</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.8.2" stretchy="false">)</mo></mrow><mo id="Sx3.E4X.2.1.1.m1.5.5.9">=</mo><mrow id="Sx3.E4X.2.1.1.m1.5.5.10"><mo id="Sx3.E4X.2.1.1.m1.5.5.10.1" stretchy="false">[</mo><mi id="Sx3.E4X.2.1.1.m1.5.5.6">x</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.2">,</mo><mi id="Sx3.E4X.2.1.1.m1.2.2.3">sin</mi><mrow id="Sx3.E4X.2.1.1.m1.5.5.10.3"><mo id="Sx3.E4X.2.1.1.m1.5.5.10.3.1" stretchy="false">(</mo><msup id="Sx3.E4X.2.1.1.m1.5.5.10.3.2"><mn id="Sx3.E4X.2.1.1.m1.5.5.10.3.2.2">2</mn><mn id="Sx3.E4X.2.1.1.m1.5.5.10.3.2.3">0</mn></msup><mi id="Sx3.E4X.2.1.1.m1.5.5.10.3.3" mathvariant="normal">π</mi><mi id="Sx3.E4X.2.1.1.m1.5.5.10.3.4">x</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.3.5">/</mo><mi id="Sx3.E4X.2.1.1.m1.5.5.10.3.6">L</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.3.7" stretchy="false">)</mo></mrow><mo id="Sx3.E4X.2.1.1.m1.5.5.10.4">,</mo><mi id="Sx3.E4X.2.1.1.m1.3.3.4">cos</mi><mrow id="Sx3.E4X.2.1.1.m1.5.5.10.5"><mo id="Sx3.E4X.2.1.1.m1.5.5.10.5.1" stretchy="false">(</mo><msup id="Sx3.E4X.2.1.1.m1.5.5.10.5.2"><mn id="Sx3.E4X.2.1.1.m1.5.5.10.5.2.2">2</mn><mn id="Sx3.E4X.2.1.1.m1.5.5.10.5.2.3">0</mn></msup><mi id="Sx3.E4X.2.1.1.m1.5.5.10.5.3" mathvariant="normal">π</mi><mi id="Sx3.E4X.2.1.1.m1.5.5.10.5.4">x</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.5.5">/</mo><mi id="Sx3.E4X.2.1.1.m1.5.5.10.5.6">L</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.5.7" stretchy="false">)</mo></mrow><mo id="Sx3.E4X.2.1.1.m1.5.5.10.6">,</mo><mi id="Sx3.E4X.2.1.1.m1.4.4.5">sin</mi><mrow id="Sx3.E4X.2.1.1.m1.5.5.10.7"><mo id="Sx3.E4X.2.1.1.m1.5.5.10.7.1" stretchy="false">(</mo><msup id="Sx3.E4X.2.1.1.m1.5.5.10.7.2"><mn id="Sx3.E4X.2.1.1.m1.5.5.10.7.2.2">2</mn><mn id="Sx3.E4X.2.1.1.m1.5.5.10.7.2.3">1</mn></msup><mi id="Sx3.E4X.2.1.1.m1.5.5.10.7.3" mathvariant="normal">π</mi><mi id="Sx3.E4X.2.1.1.m1.5.5.10.7.4">x</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.7.5">/</mo><mi id="Sx3.E4X.2.1.1.m1.5.5.10.7.6">L</mi><mo id="Sx3.E4X.2.1.1.m1.5.5.10.7.7" stretchy="false">)</mo></mrow><mo id="Sx3.E4X.2.1.1.m1.5.5.10.8">,</mo></mrow></mpadded><annotation encoding="application/x-tex" id="Sx3.E4X.2.1.1.m1.5b">\displaystyle\scalebox{0.85}{$\gamma(x)=[x,\sin(2^{0}\uppi x/L),\cos(2^{0}% \uppi x/L),\sin(2^{1}\uppi x/L),$}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E4X.2.1.1.m1.5c">italic_γ ( italic_x ) = [ italic_x , roman_sin ( 2 start_POSTSUPERSCRIPT 0 end_POSTSUPERSCRIPT roman_π italic_x / italic_L ) , roman_cos ( 2 start_POSTSUPERSCRIPT 0 end_POSTSUPERSCRIPT roman_π italic_x / italic_L ) , roman_sin ( 2 start_POSTSUPERSCRIPT 1 end_POSTSUPERSCRIPT roman_π italic_x / italic_L ) ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="2">(4)</td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E4Xa"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\scalebox{0.85}{$\cos(2^{1}\uppi x/L),\ldots,\sin(2^{N-1}\uppi x/% L),\cos(2^{N-1}\uppi x/L)],$}" class="ltx_math_unparsed" display="inline" id="Sx3.E4Xa.2.1.1.m1.4"><semantics id="Sx3.E4Xa.2.1.1.m1.4a"><mpadded depth="2.1pt" height="7.1pt" id="Sx3.E4Xa.2.1.1.m1.4.4" width="176.3pt"><mi id="Sx3.E4Xa.2.1.1.m1.1.1.2">cos</mi><mrow id="Sx3.E4Xa.2.1.1.m1.4.4.6"><mo id="Sx3.E4Xa.2.1.1.m1.4.4.6.1" stretchy="false">(</mo><msup id="Sx3.E4Xa.2.1.1.m1.4.4.6.2"><mn id="Sx3.E4Xa.2.1.1.m1.4.4.6.2.2">2</mn><mn id="Sx3.E4Xa.2.1.1.m1.4.4.6.2.3">1</mn></msup><mi id="Sx3.E4Xa.2.1.1.m1.4.4.6.3" mathvariant="normal">π</mi><mi id="Sx3.E4Xa.2.1.1.m1.4.4.6.4">x</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.6.5">/</mo><mi id="Sx3.E4Xa.2.1.1.m1.4.4.6.6">L</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.6.7" stretchy="false">)</mo></mrow><mo id="Sx3.E4Xa.2.1.1.m1.4.4.7">,</mo><mi id="Sx3.E4Xa.2.1.1.m1.4.4.5" mathvariant="normal">…</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.8">,</mo><mi id="Sx3.E4Xa.2.1.1.m1.2.2.3">sin</mi><mrow id="Sx3.E4Xa.2.1.1.m1.4.4.9"><mo id="Sx3.E4Xa.2.1.1.m1.4.4.9.1" stretchy="false">(</mo><msup id="Sx3.E4Xa.2.1.1.m1.4.4.9.2"><mn id="Sx3.E4Xa.2.1.1.m1.4.4.9.2.2">2</mn><mrow id="Sx3.E4Xa.2.1.1.m1.4.4.9.2.3"><mi id="Sx3.E4Xa.2.1.1.m1.4.4.9.2.3.2">N</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.9.2.3.1">−</mo><mn id="Sx3.E4Xa.2.1.1.m1.4.4.9.2.3.3">1</mn></mrow></msup><mi id="Sx3.E4Xa.2.1.1.m1.4.4.9.3" mathvariant="normal">π</mi><mi id="Sx3.E4Xa.2.1.1.m1.4.4.9.4">x</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.9.5">/</mo><mi id="Sx3.E4Xa.2.1.1.m1.4.4.9.6">L</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.9.7" stretchy="false">)</mo></mrow><mo id="Sx3.E4Xa.2.1.1.m1.4.4.10">,</mo><mi id="Sx3.E4Xa.2.1.1.m1.3.3.4">cos</mi><mrow id="Sx3.E4Xa.2.1.1.m1.4.4.11"><mo id="Sx3.E4Xa.2.1.1.m1.4.4.11.1" stretchy="false">(</mo><msup id="Sx3.E4Xa.2.1.1.m1.4.4.11.2"><mn id="Sx3.E4Xa.2.1.1.m1.4.4.11.2.2">2</mn><mrow id="Sx3.E4Xa.2.1.1.m1.4.4.11.2.3"><mi id="Sx3.E4Xa.2.1.1.m1.4.4.11.2.3.2">N</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.11.2.3.1">−</mo><mn id="Sx3.E4Xa.2.1.1.m1.4.4.11.2.3.3">1</mn></mrow></msup><mi id="Sx3.E4Xa.2.1.1.m1.4.4.11.3" mathvariant="normal">π</mi><mi id="Sx3.E4Xa.2.1.1.m1.4.4.11.4">x</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.11.5">/</mo><mi id="Sx3.E4Xa.2.1.1.m1.4.4.11.6">L</mi><mo id="Sx3.E4Xa.2.1.1.m1.4.4.11.7" stretchy="false">)</mo></mrow><mo id="Sx3.E4Xa.2.1.1.m1.4.4.12" stretchy="false">]</mo><mo id="Sx3.E4Xa.2.1.1.m1.4.4.13">,</mo></mpadded><annotation encoding="application/x-tex" id="Sx3.E4Xa.2.1.1.m1.4b">\displaystyle\scalebox{0.85}{$\cos(2^{1}\uppi x/L),\ldots,\sin(2^{N-1}\uppi x/% L),\cos(2^{N-1}\uppi x/L)],$}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E4Xa.2.1.1.m1.4c">roman_cos ( 2 start_POSTSUPERSCRIPT 1 end_POSTSUPERSCRIPT roman_π italic_x / italic_L ) , … , roman_sin ( 2 start_POSTSUPERSCRIPT italic_N - 1 end_POSTSUPERSCRIPT roman_π italic_x / italic_L ) , roman_cos ( 2 start_POSTSUPERSCRIPT italic_N - 1 end_POSTSUPERSCRIPT roman_π italic_x / italic_L ) ] ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="x" class="ltx_Math" display="inline" id="Sx3.SSx2.p5.1.m1.1"><semantics id="Sx3.SSx2.p5.1.m1.1a"><mi id="Sx3.SSx2.p5.1.m1.1.1" xref="Sx3.SSx2.p5.1.m1.1.1.cmml">x</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p5.1.m1.1b"><ci id="Sx3.SSx2.p5.1.m1.1.1.cmml" xref="Sx3.SSx2.p5.1.m1.1.1">𝑥</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p5.1.m1.1c">x</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p5.1.m1.1d">italic_x</annotation></semantics></math> is the level index of each pin, <math alttext="N" class="ltx_Math" display="inline" id="Sx3.SSx2.p5.2.m2.1"><semantics id="Sx3.SSx2.p5.2.m2.1a"><mi id="Sx3.SSx2.p5.2.m2.1.1" xref="Sx3.SSx2.p5.2.m2.1.1.cmml">N</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p5.2.m2.1b"><ci id="Sx3.SSx2.p5.2.m2.1.1.cmml" xref="Sx3.SSx2.p5.2.m2.1.1">𝑁</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p5.2.m2.1c">N</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p5.2.m2.1d">italic_N</annotation></semantics></math> is the number of different frequency components and <math alttext="L" class="ltx_Math" display="inline" id="Sx3.SSx2.p5.3.m3.1"><semantics id="Sx3.SSx2.p5.3.m3.1a"><mi id="Sx3.SSx2.p5.3.m3.1.1" xref="Sx3.SSx2.p5.3.m3.1.1.cmml">L</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx2.p5.3.m3.1b"><ci id="Sx3.SSx2.p5.3.m3.1.1.cmml" xref="Sx3.SSx2.p5.3.m3.1.1">𝐿</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx2.p5.3.m3.1c">L</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx2.p5.3.m3.1d">italic_L</annotation></semantics></math> is the maximum level. This level encoding explicitly incorporate high-frequency components into node embedding, assisting the GNN to identify the level information. Besides, the multi-head joint attention we proposed in the following section can be explained as a low-pass filter <cite class="ltx_cite ltx_citemacro_citep">(Wang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib38" title="">2022b</a>; Park and Kim <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib31" title="">2022</a>)</cite> The level encoding enhances and amplifies the high-frequency components, keeping them active during forward propagation. As a result, it is beneficial to model the topological order. </div> </section> <section class="ltx_subsection" id="Sx3.SSx3"> <h3 class="ltx_title ltx_title_subsection">Multi-head Joint Attention for Cell Modeling</h3> <div class="ltx_para" id="Sx3.SSx3.p1"> The output slew and cell delay for cell can be represented by the non-linear delay model <cite class="ltx_cite ltx_citemacro_citep">(Hu, Schaeffer, and Garg <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib15" title="">2015</a>)</cite> stored in two-dimensional look-up tables (LUTs) in external files, e.g. Liberty files. The row and column indices of LUTs are pre-defined input slew and driving load. The values of LUTs are pre-defined cell delay or output slew. In STA, given an input slew and a driving load, the corresponding output slew or cell delay can be calculated by referencing the table with two input indices and applying bi-linear interpolation, which is a ‘query-index-interpolation’ procedure. </div> <div class="ltx_para" id="Sx3.SSx3.p2"> From the perspective of attention mechanism, input slew and driving load can be treated as queries, LUT’s row and column as keys, and table of LUT as values. Since the two kinds of keys are not independent, we use multi-head joint attention (MJA) to model cell as follows: <table class="ltx_equationgroup ltx_eqn_table" id="Sx3.E5"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E5X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_eqn_cell"></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle\mathbf{K}=\mathbf{K}_{1}\times\mathbf{K}_{2}\in\mathbb{R}^{n% \times n\times d_{k}}\stackrel{{\scriptstyle\mathrm{reshape}}}{{% \longrightarrow}}\mathbb{R}^{n^{2}\times d_{k}}" class="ltx_Math" display="inline" id="Sx3.E5X.2.1.1.m1.1"><semantics id="Sx3.E5X.2.1.1.m1.1a"><mrow id="Sx3.E5X.2.1.1.m1.1.1" xref="Sx3.E5X.2.1.1.m1.1.1.cmml"><mi id="Sx3.E5X.2.1.1.m1.1.1.2" xref="Sx3.E5X.2.1.1.m1.1.1.2.cmml">𝐊</mi><mo id="Sx3.E5X.2.1.1.m1.1.1.3" xref="Sx3.E5X.2.1.1.m1.1.1.3.cmml">=</mo><mrow id="Sx3.E5X.2.1.1.m1.1.1.4" xref="Sx3.E5X.2.1.1.m1.1.1.4.cmml"><msub 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xref="Sx3.E5X.2.1.1.m1.1.1.8.3.3.3">𝑘</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E5X.2.1.1.m1.1c">\displaystyle\mathbf{K}=\mathbf{K}_{1}\times\mathbf{K}_{2}\in\mathbb{R}^{n% \times n\times d_{k}}\stackrel{{\scriptstyle\mathrm{reshape}}}{{% \longrightarrow}}\mathbb{R}^{n^{2}\times d_{k}}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E5X.2.1.1.m1.1d">bold_K = bold_K start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT × bold_K start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT ∈ blackboard_R start_POSTSUPERSCRIPT italic_n × italic_n × italic_d start_POSTSUBSCRIPT italic_k end_POSTSUBSCRIPT end_POSTSUPERSCRIPT start_RELOP SUPERSCRIPTOP start_ARG ⟶ end_ARG start_ARG roman_reshape end_ARG end_RELOP blackboard_R start_POSTSUPERSCRIPT italic_n start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT × italic_d start_POSTSUBSCRIPT italic_k end_POSTSUBSCRIPT end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="2">(5)</td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E5Xa"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_eqn_cell"></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle\mathbf{O}=\mathrm{softmax}\left(\frac{(\mathbf{QW}_{Q})(\mathbf{% KW}_{K})^{\top}}{\sqrt{d}}\right)\mathbf{VW}_{V}," class="ltx_Math" display="inline" id="Sx3.E5Xa.2.1.1.m1.3"><semantics id="Sx3.E5Xa.2.1.1.m1.3a"><mrow id="Sx3.E5Xa.2.1.1.m1.3.3.1" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.cmml"><mrow id="Sx3.E5Xa.2.1.1.m1.3.3.1.1" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.cmml"><mi id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.2" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.2.cmml">𝐎</mi><mo id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.1" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.1.cmml">=</mo><mrow id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.cmml"><mi id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.2" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.2.cmml">softmax</mi><mo id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.1" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.1.cmml">⁢</mo><mrow id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.3.2" xref="Sx3.E5Xa.2.1.1.m1.2.2.cmml"><mo id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.3.2.1" xref="Sx3.E5Xa.2.1.1.m1.2.2.cmml">(</mo><mstyle displaystyle="true" id="Sx3.E5Xa.2.1.1.m1.2.2" xref="Sx3.E5Xa.2.1.1.m1.2.2.cmml"><mfrac id="Sx3.E5Xa.2.1.1.m1.2.2a" xref="Sx3.E5Xa.2.1.1.m1.2.2.cmml"><mrow id="Sx3.E5Xa.2.1.1.m1.2.2.2" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.cmml"><mrow id="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1" xref="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.cmml"><mo id="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.2" stretchy="false" xref="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.cmml">(</mo><msub id="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1" xref="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.cmml"><mi id="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.2" xref="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.2.cmml">𝐐𝐖</mi><mi id="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.3" xref="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.3.cmml">Q</mi></msub><mo id="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.3" stretchy="false" xref="Sx3.E5Xa.2.1.1.m1.1.1.1.1.1.1.cmml">)</mo></mrow><mo id="Sx3.E5Xa.2.1.1.m1.2.2.2.3" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.3.cmml">⁢</mo><msup id="Sx3.E5Xa.2.1.1.m1.2.2.2.2" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.cmml"><mrow id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.cmml"><mo id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.2" stretchy="false" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.cmml">(</mo><msub id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.cmml"><mi id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.2" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.2.cmml">𝐊𝐖</mi><mi id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.3" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.3.cmml">K</mi></msub><mo id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.3" stretchy="false" xref="Sx3.E5Xa.2.1.1.m1.2.2.2.2.1.1.1.cmml">)</mo></mrow><mo id="Sx3.E5Xa.2.1.1.m1.2.2.2.2.3" 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xref="Sx3.E5Xa.2.1.1.m1.2.2.4"></root><ci id="Sx3.E5Xa.2.1.1.m1.2.2.4.2.cmml" xref="Sx3.E5Xa.2.1.1.m1.2.2.4.2">𝑑</ci></apply></apply><apply id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4.cmml" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4"><csymbol cd="ambiguous" id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4.1.cmml" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4">subscript</csymbol><ci id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4.2.cmml" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4.2">𝐕𝐖</ci><ci id="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4.3.cmml" xref="Sx3.E5Xa.2.1.1.m1.3.3.1.1.3.4.3">𝑉</ci></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E5Xa.2.1.1.m1.3c">\displaystyle\mathbf{O}=\mathrm{softmax}\left(\frac{(\mathbf{QW}_{Q})(\mathbf{% KW}_{K})^{\top}}{\sqrt{d}}\right)\mathbf{VW}_{V},</annotation><annotation encoding="application/x-llamapun" id="Sx3.E5Xa.2.1.1.m1.3d">bold_O = roman_softmax ( divide start_ARG ( bold_QW start_POSTSUBSCRIPT italic_Q end_POSTSUBSCRIPT ) ( bold_KW start_POSTSUBSCRIPT italic_K end_POSTSUBSCRIPT ) start_POSTSUPERSCRIPT ⊤ end_POSTSUPERSCRIPT end_ARG start_ARG square-root start_ARG italic_d end_ARG end_ARG ) bold_VW start_POSTSUBSCRIPT italic_V end_POSTSUBSCRIPT ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="m,n^{2}" class="ltx_Math" display="inline" id="Sx3.SSx3.p2.1.m1.2"><semantics id="Sx3.SSx3.p2.1.m1.2a"><mrow id="Sx3.SSx3.p2.1.m1.2.2.1" xref="Sx3.SSx3.p2.1.m1.2.2.2.cmml"><mi id="Sx3.SSx3.p2.1.m1.1.1" xref="Sx3.SSx3.p2.1.m1.1.1.cmml">m</mi><mo id="Sx3.SSx3.p2.1.m1.2.2.1.2" xref="Sx3.SSx3.p2.1.m1.2.2.2.cmml">,</mo><msup id="Sx3.SSx3.p2.1.m1.2.2.1.1" xref="Sx3.SSx3.p2.1.m1.2.2.1.1.cmml"><mi id="Sx3.SSx3.p2.1.m1.2.2.1.1.2" xref="Sx3.SSx3.p2.1.m1.2.2.1.1.2.cmml">n</mi><mn id="Sx3.SSx3.p2.1.m1.2.2.1.1.3" xref="Sx3.SSx3.p2.1.m1.2.2.1.1.3.cmml">2</mn></msup></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx3.p2.1.m1.2b"><list id="Sx3.SSx3.p2.1.m1.2.2.2.cmml" xref="Sx3.SSx3.p2.1.m1.2.2.1"><ci id="Sx3.SSx3.p2.1.m1.1.1.cmml" xref="Sx3.SSx3.p2.1.m1.1.1">𝑚</ci><apply id="Sx3.SSx3.p2.1.m1.2.2.1.1.cmml" xref="Sx3.SSx3.p2.1.m1.2.2.1.1"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.1.m1.2.2.1.1.1.cmml" xref="Sx3.SSx3.p2.1.m1.2.2.1.1">superscript</csymbol><ci id="Sx3.SSx3.p2.1.m1.2.2.1.1.2.cmml" xref="Sx3.SSx3.p2.1.m1.2.2.1.1.2">𝑛</ci><cn id="Sx3.SSx3.p2.1.m1.2.2.1.1.3.cmml" type="integer" xref="Sx3.SSx3.p2.1.m1.2.2.1.1.3">2</cn></apply></list></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.1.m1.2c">m,n^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.1.m1.2d">italic_m , italic_n start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> is the number of queries and keys/values respectively, <math alttext="\mathbf{Q}\in\mathbb{R}^{m\times d_{q}},\mathbf{K}_{1},\mathbf{K}_{2}\in% \mathbb{R}^{n\times d_{k}},\mathbf{V}\in\mathbb{R}^{n^{2}\times d_{v}}" class="ltx_Math" display="inline" 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id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.2.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.2">ℝ</ci><apply id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3"><times id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.1.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.1"></times><apply id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2.1.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2">superscript</csymbol><ci id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2.2.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2.2">𝑛</ci><cn id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2.3.cmml" type="integer" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.2.3">2</cn></apply><apply id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3.1.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3">subscript</csymbol><ci id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3.2.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3.2">𝑑</ci><ci id="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3.3.cmml" xref="Sx3.SSx3.p2.2.m2.2.2.2.2.2.2.3.3.3.3">𝑣</ci></apply></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.2.m2.2c">\mathbf{Q}\in\mathbb{R}^{m\times d_{q}},\mathbf{K}_{1},\mathbf{K}_{2}\in% \mathbb{R}^{n\times d_{k}},\mathbf{V}\in\mathbb{R}^{n^{2}\times d_{v}}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.2.m2.2d">bold_Q ∈ blackboard_R start_POSTSUPERSCRIPT italic_m × italic_d start_POSTSUBSCRIPT italic_q end_POSTSUBSCRIPT end_POSTSUPERSCRIPT , bold_K start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT , bold_K start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT ∈ blackboard_R start_POSTSUPERSCRIPT italic_n × italic_d start_POSTSUBSCRIPT italic_k end_POSTSUBSCRIPT end_POSTSUPERSCRIPT , bold_V ∈ blackboard_R start_POSTSUPERSCRIPT italic_n start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT × italic_d start_POSTSUBSCRIPT italic_v end_POSTSUBSCRIPT end_POSTSUPERSCRIPT</annotation></semantics></math>, <math alttext="\mathbf{K}_{ijk}=(\mathbf{K}_{1})_{ik}(\mathbf{K}_{2})_{jk}" class="ltx_Math" display="inline" id="Sx3.SSx3.p2.3.m3.2"><semantics id="Sx3.SSx3.p2.3.m3.2a"><mrow id="Sx3.SSx3.p2.3.m3.2.2" xref="Sx3.SSx3.p2.3.m3.2.2.cmml"><msub id="Sx3.SSx3.p2.3.m3.2.2.4" xref="Sx3.SSx3.p2.3.m3.2.2.4.cmml"><mi id="Sx3.SSx3.p2.3.m3.2.2.4.2" xref="Sx3.SSx3.p2.3.m3.2.2.4.2.cmml">𝐊</mi><mrow id="Sx3.SSx3.p2.3.m3.2.2.4.3" xref="Sx3.SSx3.p2.3.m3.2.2.4.3.cmml"><mi id="Sx3.SSx3.p2.3.m3.2.2.4.3.2" xref="Sx3.SSx3.p2.3.m3.2.2.4.3.2.cmml">i</mi><mo id="Sx3.SSx3.p2.3.m3.2.2.4.3.1" xref="Sx3.SSx3.p2.3.m3.2.2.4.3.1.cmml">⁢</mo><mi id="Sx3.SSx3.p2.3.m3.2.2.4.3.3" xref="Sx3.SSx3.p2.3.m3.2.2.4.3.3.cmml">j</mi><mo id="Sx3.SSx3.p2.3.m3.2.2.4.3.1a" xref="Sx3.SSx3.p2.3.m3.2.2.4.3.1.cmml">⁢</mo><mi id="Sx3.SSx3.p2.3.m3.2.2.4.3.4" 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id="Sx3.SSx3.p2.3.m3.1.1.1.1.3.cmml" xref="Sx3.SSx3.p2.3.m3.1.1.1.1.3"><times id="Sx3.SSx3.p2.3.m3.1.1.1.1.3.1.cmml" xref="Sx3.SSx3.p2.3.m3.1.1.1.1.3.1"></times><ci id="Sx3.SSx3.p2.3.m3.1.1.1.1.3.2.cmml" xref="Sx3.SSx3.p2.3.m3.1.1.1.1.3.2">𝑖</ci><ci id="Sx3.SSx3.p2.3.m3.1.1.1.1.3.3.cmml" xref="Sx3.SSx3.p2.3.m3.1.1.1.1.3.3">𝑘</ci></apply></apply><apply id="Sx3.SSx3.p2.3.m3.2.2.2.2.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.3.m3.2.2.2.2.2.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2">subscript</csymbol><apply id="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1.1.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1.1.1.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1">subscript</csymbol><ci id="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1.1.2.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1.1.2">𝐊</ci><cn id="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1.1.3.cmml" type="integer" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.1.1.1.3">2</cn></apply><apply id="Sx3.SSx3.p2.3.m3.2.2.2.2.3.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.3"><times id="Sx3.SSx3.p2.3.m3.2.2.2.2.3.1.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.3.1"></times><ci id="Sx3.SSx3.p2.3.m3.2.2.2.2.3.2.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.3.2">𝑗</ci><ci id="Sx3.SSx3.p2.3.m3.2.2.2.2.3.3.cmml" xref="Sx3.SSx3.p2.3.m3.2.2.2.2.3.3">𝑘</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.3.m3.2c">\mathbf{K}_{ijk}=(\mathbf{K}_{1})_{ik}(\mathbf{K}_{2})_{jk}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.3.m3.2d">bold_K start_POSTSUBSCRIPT italic_i italic_j italic_k end_POSTSUBSCRIPT = ( bold_K start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT ) start_POSTSUBSCRIPT italic_i italic_k end_POSTSUBSCRIPT ( bold_K start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT ) start_POSTSUBSCRIPT italic_j italic_k end_POSTSUBSCRIPT</annotation></semantics></math> is the joint key matrix. <math alttext="\mathbf{K}_{1},\mathbf{K}_{2}" class="ltx_Math" display="inline" id="Sx3.SSx3.p2.4.m4.2"><semantics id="Sx3.SSx3.p2.4.m4.2a"><mrow id="Sx3.SSx3.p2.4.m4.2.2.2" xref="Sx3.SSx3.p2.4.m4.2.2.3.cmml"><msub id="Sx3.SSx3.p2.4.m4.1.1.1.1" xref="Sx3.SSx3.p2.4.m4.1.1.1.1.cmml"><mi id="Sx3.SSx3.p2.4.m4.1.1.1.1.2" xref="Sx3.SSx3.p2.4.m4.1.1.1.1.2.cmml">𝐊</mi><mn id="Sx3.SSx3.p2.4.m4.1.1.1.1.3" xref="Sx3.SSx3.p2.4.m4.1.1.1.1.3.cmml">1</mn></msub><mo id="Sx3.SSx3.p2.4.m4.2.2.2.3" xref="Sx3.SSx3.p2.4.m4.2.2.3.cmml">,</mo><msub id="Sx3.SSx3.p2.4.m4.2.2.2.2" xref="Sx3.SSx3.p2.4.m4.2.2.2.2.cmml"><mi id="Sx3.SSx3.p2.4.m4.2.2.2.2.2" xref="Sx3.SSx3.p2.4.m4.2.2.2.2.2.cmml">𝐊</mi><mn id="Sx3.SSx3.p2.4.m4.2.2.2.2.3" xref="Sx3.SSx3.p2.4.m4.2.2.2.2.3.cmml">2</mn></msub></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx3.p2.4.m4.2b"><list id="Sx3.SSx3.p2.4.m4.2.2.3.cmml" xref="Sx3.SSx3.p2.4.m4.2.2.2"><apply id="Sx3.SSx3.p2.4.m4.1.1.1.1.cmml" xref="Sx3.SSx3.p2.4.m4.1.1.1.1"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.4.m4.1.1.1.1.1.cmml" xref="Sx3.SSx3.p2.4.m4.1.1.1.1">subscript</csymbol><ci id="Sx3.SSx3.p2.4.m4.1.1.1.1.2.cmml" xref="Sx3.SSx3.p2.4.m4.1.1.1.1.2">𝐊</ci><cn id="Sx3.SSx3.p2.4.m4.1.1.1.1.3.cmml" type="integer" xref="Sx3.SSx3.p2.4.m4.1.1.1.1.3">1</cn></apply><apply id="Sx3.SSx3.p2.4.m4.2.2.2.2.cmml" xref="Sx3.SSx3.p2.4.m4.2.2.2.2"><csymbol cd="ambiguous" id="Sx3.SSx3.p2.4.m4.2.2.2.2.1.cmml" xref="Sx3.SSx3.p2.4.m4.2.2.2.2">subscript</csymbol><ci id="Sx3.SSx3.p2.4.m4.2.2.2.2.2.cmml" xref="Sx3.SSx3.p2.4.m4.2.2.2.2.2">𝐊</ci><cn id="Sx3.SSx3.p2.4.m4.2.2.2.2.3.cmml" type="integer" xref="Sx3.SSx3.p2.4.m4.2.2.2.2.3">2</cn></apply></list></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.4.m4.2c">\mathbf{K}_{1},\mathbf{K}_{2}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.4.m4.2d">bold_K start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT , bold_K start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT</annotation></semantics></math> are key matrices from LUT rows and columns, <math alttext="\mathbf{Q}" class="ltx_Math" display="inline" id="Sx3.SSx3.p2.5.m5.1"><semantics id="Sx3.SSx3.p2.5.m5.1a"><mi id="Sx3.SSx3.p2.5.m5.1.1" xref="Sx3.SSx3.p2.5.m5.1.1.cmml">𝐐</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx3.p2.5.m5.1b"><ci id="Sx3.SSx3.p2.5.m5.1.1.cmml" xref="Sx3.SSx3.p2.5.m5.1.1">𝐐</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.5.m5.1c">\mathbf{Q}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.5.m5.1d">bold_Q</annotation></semantics></math> is value matrix from LUT value, and <math alttext="\mathbf{Q}" class="ltx_Math" display="inline" id="Sx3.SSx3.p2.6.m6.1"><semantics id="Sx3.SSx3.p2.6.m6.1a"><mi id="Sx3.SSx3.p2.6.m6.1.1" xref="Sx3.SSx3.p2.6.m6.1.1.cmml">𝐐</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx3.p2.6.m6.1b"><ci id="Sx3.SSx3.p2.6.m6.1.1.cmml" xref="Sx3.SSx3.p2.6.m6.1.1">𝐐</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.6.m6.1c">\mathbf{Q}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.6.m6.1d">bold_Q</annotation></semantics></math> is the query matrix. Our MJA is demonstrated in Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx3.F3" title="Figure 3 ‣ Global Circuit Pre-training ‣ Methodology ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">3</a>. We calculate AT for node <math alttext="i" class="ltx_Math" display="inline" id="Sx3.SSx3.p2.7.m7.1"><semantics id="Sx3.SSx3.p2.7.m7.1a"><mi id="Sx3.SSx3.p2.7.m7.1.1" xref="Sx3.SSx3.p2.7.m7.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx3.p2.7.m7.1b"><ci id="Sx3.SSx3.p2.7.m7.1.1.cmml" xref="Sx3.SSx3.p2.7.m7.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx3.p2.7.m7.1c">i</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx3.p2.7.m7.1d">italic_i</annotation></semantics></math> as follows if it is the end point of cell edge (edge type is ‘cell’): <table class="ltx_equationgroup ltx_eqn_table" id="Sx3.E6"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E6X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{Q}_{ji}" class="ltx_Math" display="inline" id="Sx3.E6X.2.1.1.m1.1"><semantics id="Sx3.E6X.2.1.1.m1.1a"><msub id="Sx3.E6X.2.1.1.m1.1.1" xref="Sx3.E6X.2.1.1.m1.1.1.cmml"><mi id="Sx3.E6X.2.1.1.m1.1.1.2" xref="Sx3.E6X.2.1.1.m1.1.1.2.cmml">𝐐</mi><mrow id="Sx3.E6X.2.1.1.m1.1.1.3" xref="Sx3.E6X.2.1.1.m1.1.1.3.cmml"><mi id="Sx3.E6X.2.1.1.m1.1.1.3.2" xref="Sx3.E6X.2.1.1.m1.1.1.3.2.cmml">j</mi><mo id="Sx3.E6X.2.1.1.m1.1.1.3.1" xref="Sx3.E6X.2.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.E6X.2.1.1.m1.1.1.3.3" xref="Sx3.E6X.2.1.1.m1.1.1.3.3.cmml">i</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="Sx3.E6X.2.1.1.m1.1b"><apply id="Sx3.E6X.2.1.1.m1.1.1.cmml" xref="Sx3.E6X.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.E6X.2.1.1.m1.1.1.1.cmml" xref="Sx3.E6X.2.1.1.m1.1.1">subscript</csymbol><ci id="Sx3.E6X.2.1.1.m1.1.1.2.cmml" xref="Sx3.E6X.2.1.1.m1.1.1.2">𝐐</ci><apply id="Sx3.E6X.2.1.1.m1.1.1.3.cmml" xref="Sx3.E6X.2.1.1.m1.1.1.3"><times id="Sx3.E6X.2.1.1.m1.1.1.3.1.cmml" xref="Sx3.E6X.2.1.1.m1.1.1.3.1"></times><ci id="Sx3.E6X.2.1.1.m1.1.1.3.2.cmml" xref="Sx3.E6X.2.1.1.m1.1.1.3.2">𝑗</ci><ci id="Sx3.E6X.2.1.1.m1.1.1.3.3.cmml" xref="Sx3.E6X.2.1.1.m1.1.1.3.3">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6X.2.1.1.m1.1c">\displaystyle\mathbf{Q}_{ji}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6X.2.1.1.m1.1d">bold_Q start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{f}_{j}||\mathbf{AT}_{j})+% \mathbf{AT}_{j}" class="ltx_Math" display="inline" id="Sx3.E6X.3.2.2.m1.1"><semantics id="Sx3.E6X.3.2.2.m1.1a"><mrow id="Sx3.E6X.3.2.2.m1.1.1" xref="Sx3.E6X.3.2.2.m1.1.1.cmml"><mi id="Sx3.E6X.3.2.2.m1.1.1.3" xref="Sx3.E6X.3.2.2.m1.1.1.3.cmml"></mi><mo id="Sx3.E6X.3.2.2.m1.1.1.2" xref="Sx3.E6X.3.2.2.m1.1.1.2.cmml">=</mo><mrow id="Sx3.E6X.3.2.2.m1.1.1.1" xref="Sx3.E6X.3.2.2.m1.1.1.1.cmml"><mrow id="Sx3.E6X.3.2.2.m1.1.1.1.1" 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id="Sx3.E6X.3.2.2.m1.1.1.1.3.1.cmml" xref="Sx3.E6X.3.2.2.m1.1.1.1.3">subscript</csymbol><ci id="Sx3.E6X.3.2.2.m1.1.1.1.3.2.cmml" xref="Sx3.E6X.3.2.2.m1.1.1.1.3.2">𝐀𝐓</ci><ci id="Sx3.E6X.3.2.2.m1.1.1.1.3.3.cmml" xref="Sx3.E6X.3.2.2.m1.1.1.1.3.3">𝑗</ci></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6X.3.2.2.m1.1c">\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{f}_{j}||\mathbf{AT}_{j})+% \mathbf{AT}_{j}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6X.3.2.2.m1.1d">= roman_MLP ( bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_f start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT | | bold_AT start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT ) + bold_AT start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="6">(6)</td> </tr> <tr class="ltx_equation 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xref="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3"><times id="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3.1.cmml" xref="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3.1"></times><ci id="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3.2.cmml" xref="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3.2">𝑗</ci><ci id="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3.3.cmml" xref="Sx3.E6Xa.3.2.2.m1.3.3.3.3.3.3.3.3">𝑖</ci></apply></apply></vector></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xa.3.2.2.m1.3c">\displaystyle=\mathrm{MJA}(\mathbf{Q}_{ji},\mathbf{K}_{ji},\mathbf{V}_{ji})</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xa.3.2.2.m1.3d">= roman_MJA ( bold_Q start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT , bold_K start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT , bold_V start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT )</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E6Xb"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{{Y}}_{ji}" class="ltx_Math" display="inline" id="Sx3.E6Xb.2.1.1.m1.1"><semantics id="Sx3.E6Xb.2.1.1.m1.1a"><msub id="Sx3.E6Xb.2.1.1.m1.1.1" xref="Sx3.E6Xb.2.1.1.m1.1.1.cmml"><mi id="Sx3.E6Xb.2.1.1.m1.1.1.2" xref="Sx3.E6Xb.2.1.1.m1.1.1.2.cmml">𝐘</mi><mrow id="Sx3.E6Xb.2.1.1.m1.1.1.3" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.cmml"><mi id="Sx3.E6Xb.2.1.1.m1.1.1.3.2" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.2.cmml">j</mi><mo id="Sx3.E6Xb.2.1.1.m1.1.1.3.1" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.E6Xb.2.1.1.m1.1.1.3.3" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.3.cmml">i</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="Sx3.E6Xb.2.1.1.m1.1b"><apply id="Sx3.E6Xb.2.1.1.m1.1.1.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.E6Xb.2.1.1.m1.1.1.1.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1">subscript</csymbol><ci id="Sx3.E6Xb.2.1.1.m1.1.1.2.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1.2">𝐘</ci><apply id="Sx3.E6Xb.2.1.1.m1.1.1.3.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1.3"><times id="Sx3.E6Xb.2.1.1.m1.1.1.3.1.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.1"></times><ci id="Sx3.E6Xb.2.1.1.m1.1.1.3.2.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.2">𝑗</ci><ci id="Sx3.E6Xb.2.1.1.m1.1.1.3.3.cmml" xref="Sx3.E6Xb.2.1.1.m1.1.1.3.3">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xb.2.1.1.m1.1c">\displaystyle\mathbf{{Y}}_{ji}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xb.2.1.1.m1.1d">bold_Y start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\mathrm{LayerNorm}(\mathbf{O}_{ji}+\mathbf{Q}_{ji})" class="ltx_Math" display="inline" id="Sx3.E6Xb.3.2.2.m1.1"><semantics id="Sx3.E6Xb.3.2.2.m1.1a"><mrow id="Sx3.E6Xb.3.2.2.m1.1.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.cmml"><mi id="Sx3.E6Xb.3.2.2.m1.1.1.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.3.cmml"></mi><mo id="Sx3.E6Xb.3.2.2.m1.1.1.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.2.cmml">=</mo><mrow id="Sx3.E6Xb.3.2.2.m1.1.1.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.cmml"><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.3.cmml">LayerNorm</mi><mo id="Sx3.E6Xb.3.2.2.m1.1.1.1.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.2.cmml">⁢</mo><mrow id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.cmml"><mo id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.2" stretchy="false" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.cmml">(</mo><mrow id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.cmml"><msub id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.cmml"><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.2.cmml">𝐎</mi><mrow id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.cmml"><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.2.cmml">j</mi><mo id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.1.cmml">⁢</mo><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.3.cmml">i</mi></mrow></msub><mo id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.1.cmml">+</mo><msub id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.cmml"><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.2.cmml">𝐐</mi><mrow id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.cmml"><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.2" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.2.cmml">j</mi><mo id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.1" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.1.cmml">⁢</mo><mi id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.3" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.3.cmml">i</mi></mrow></msub></mrow><mo id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.3" stretchy="false" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.cmml">)</mo></mrow></mrow></mrow><annotation-xml encoding="MathML-Content" id="Sx3.E6Xb.3.2.2.m1.1b"><apply id="Sx3.E6Xb.3.2.2.m1.1.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1"><eq id="Sx3.E6Xb.3.2.2.m1.1.1.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.2"></eq><csymbol cd="latexml" id="Sx3.E6Xb.3.2.2.m1.1.1.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.3">absent</csymbol><apply id="Sx3.E6Xb.3.2.2.m1.1.1.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1"><times id="Sx3.E6Xb.3.2.2.m1.1.1.1.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.2"></times><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.3">LayerNorm</ci><apply id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1"><plus id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.1"></plus><apply id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2"><csymbol cd="ambiguous" id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2">subscript</csymbol><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.2">𝐎</ci><apply id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3"><times id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.1"></times><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.2">𝑗</ci><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.2.3.3">𝑖</ci></apply></apply><apply id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3"><csymbol cd="ambiguous" id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3">subscript</csymbol><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.2">𝐐</ci><apply id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3"><times id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.1.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.1"></times><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.2.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.2">𝑗</ci><ci id="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.3.cmml" xref="Sx3.E6Xb.3.2.2.m1.1.1.1.1.1.1.3.3.3">𝑖</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xb.3.2.2.m1.1c">\displaystyle=\mathrm{LayerNorm}(\mathbf{O}_{ji}+\mathbf{Q}_{ji})</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xb.3.2.2.m1.1d">= roman_LayerNorm ( bold_O start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT + bold_Q start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT )</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E6Xc"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math 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id="Sx3.E6Xc.2.1.1.m1.1.1.3.1.cmml" xref="Sx3.E6Xc.2.1.1.m1.1.1.3.1"></times><ci id="Sx3.E6Xc.2.1.1.m1.1.1.3.2.cmml" xref="Sx3.E6Xc.2.1.1.m1.1.1.3.2">𝑗</ci><ci id="Sx3.E6Xc.2.1.1.m1.1.1.3.3.cmml" xref="Sx3.E6Xc.2.1.1.m1.1.1.3.3">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xc.2.1.1.m1.1c">\displaystyle\mathbf{m}_{ji}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xc.2.1.1.m1.1d">bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{f}_{j}||\mathbf{AT}_{j}||% \mathbf{{Y}}_{ji})+\mathbf{AT}_{j}" class="ltx_Math" display="inline" id="Sx3.E6Xc.3.2.2.m1.1"><semantics id="Sx3.E6Xc.3.2.2.m1.1a"><mrow id="Sx3.E6Xc.3.2.2.m1.1.1" xref="Sx3.E6Xc.3.2.2.m1.1.1.cmml"><mi id="Sx3.E6Xc.3.2.2.m1.1.1.3" xref="Sx3.E6Xc.3.2.2.m1.1.1.3.cmml"></mi><mo id="Sx3.E6Xc.3.2.2.m1.1.1.2" 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id="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3"><times id="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.1.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.1"></times><ci id="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.2.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.2">𝑗</ci><ci id="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.3.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.1.1.1.1.4.3.3">𝑖</ci></apply></apply></apply></apply><apply id="Sx3.E6Xc.3.2.2.m1.1.1.1.3.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.3"><csymbol cd="ambiguous" id="Sx3.E6Xc.3.2.2.m1.1.1.1.3.1.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.3">subscript</csymbol><ci id="Sx3.E6Xc.3.2.2.m1.1.1.1.3.2.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.3.2">𝐀𝐓</ci><ci id="Sx3.E6Xc.3.2.2.m1.1.1.1.3.3.cmml" xref="Sx3.E6Xc.3.2.2.m1.1.1.1.3.3">𝑗</ci></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xc.3.2.2.m1.1c">\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{f}_{j}||\mathbf{AT}_{j}||% \mathbf{{Y}}_{ji})+\mathbf{AT}_{j}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xc.3.2.2.m1.1d">= roman_MLP ( bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_f start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT | | bold_AT start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT | | bold_Y start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT ) + bold_AT start_POSTSUBSCRIPT italic_j end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E6Xd"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{a}_{i}" class="ltx_Math" display="inline" id="Sx3.E6Xd.2.1.1.m1.1"><semantics id="Sx3.E6Xd.2.1.1.m1.1a"><msub id="Sx3.E6Xd.2.1.1.m1.1.1" xref="Sx3.E6Xd.2.1.1.m1.1.1.cmml"><mi id="Sx3.E6Xd.2.1.1.m1.1.1.2" xref="Sx3.E6Xd.2.1.1.m1.1.1.2.cmml">𝐚</mi><mi id="Sx3.E6Xd.2.1.1.m1.1.1.3" xref="Sx3.E6Xd.2.1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="Sx3.E6Xd.2.1.1.m1.1b"><apply id="Sx3.E6Xd.2.1.1.m1.1.1.cmml" xref="Sx3.E6Xd.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.E6Xd.2.1.1.m1.1.1.1.cmml" xref="Sx3.E6Xd.2.1.1.m1.1.1">subscript</csymbol><ci id="Sx3.E6Xd.2.1.1.m1.1.1.2.cmml" xref="Sx3.E6Xd.2.1.1.m1.1.1.2">𝐚</ci><ci id="Sx3.E6Xd.2.1.1.m1.1.1.3.cmml" xref="Sx3.E6Xd.2.1.1.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xd.2.1.1.m1.1c">\displaystyle\mathbf{a}_{i}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xd.2.1.1.m1.1d">bold_a start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\frac{\sum_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}}{\mathrm{size}(% \mathcal{N}(i))},\mathbf{b}_{i}=\max_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}" class="ltx_Math" 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id="Sx3.E6Xd.3.2.2.m1.6.6.2.2.3.2.3.1.cmml" xref="Sx3.E6Xd.3.2.2.m1.6.6.2.2.3.2.3.1"></times><ci id="Sx3.E6Xd.3.2.2.m1.6.6.2.2.3.2.3.2.cmml" xref="Sx3.E6Xd.3.2.2.m1.6.6.2.2.3.2.3.2">𝑗</ci><ci id="Sx3.E6Xd.3.2.2.m1.6.6.2.2.3.2.3.3.cmml" xref="Sx3.E6Xd.3.2.2.m1.6.6.2.2.3.2.3.3">𝑖</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xd.3.2.2.m1.6c">\displaystyle=\frac{\sum_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}}{\mathrm{size}(% \mathcal{N}(i))},\mathbf{b}_{i}=\max_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xd.3.2.2.m1.6d">= divide start_ARG ∑ start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT end_ARG start_ARG roman_size ( caligraphic_N ( italic_i ) ) end_ARG , bold_b start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT = roman_max start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E6Xe"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{AT}_{i}" class="ltx_Math" display="inline" id="Sx3.E6Xe.2.1.1.m1.1"><semantics id="Sx3.E6Xe.2.1.1.m1.1a"><msub id="Sx3.E6Xe.2.1.1.m1.1.1" xref="Sx3.E6Xe.2.1.1.m1.1.1.cmml"><mi id="Sx3.E6Xe.2.1.1.m1.1.1.2" xref="Sx3.E6Xe.2.1.1.m1.1.1.2.cmml">𝐀𝐓</mi><mi id="Sx3.E6Xe.2.1.1.m1.1.1.3" xref="Sx3.E6Xe.2.1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="Sx3.E6Xe.2.1.1.m1.1b"><apply id="Sx3.E6Xe.2.1.1.m1.1.1.cmml" xref="Sx3.E6Xe.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.E6Xe.2.1.1.m1.1.1.1.cmml" xref="Sx3.E6Xe.2.1.1.m1.1.1">subscript</csymbol><ci id="Sx3.E6Xe.2.1.1.m1.1.1.2.cmml" 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xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1">subscript</csymbol><ci id="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.2.cmml" xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.2">𝐛</ci><ci id="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.3.cmml" xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.3">𝑖</ci></apply></apply><apply id="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4.cmml" xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4"><csymbol cd="ambiguous" id="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4.1.cmml" xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4">subscript</csymbol><ci id="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4.2.cmml" xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4.2">𝐟</ci><ci id="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4.3.cmml" xref="Sx3.E6Xe.3.2.2.m1.1.1.1.1.1.1.1.1.4.3">𝑖</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E6Xe.3.2.2.m1.1c">\displaystyle=\mathrm{MLP}(\mathbf{a}_{i}||\mathbf{b}_{i}||\mathbf{f}_{i}).</annotation><annotation encoding="application/x-llamapun" id="Sx3.E6Xe.3.2.2.m1.1d">= roman_MLP ( bold_a start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_b start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT ) .</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> </div> <figure class="ltx_float ltx_float_algorithm ltx_framed_top" id="alg1"> <figcaption class="ltx_caption">Algorithm 1 Order Preserving Graph Partition</figcaption> <div class="ltx_listing ltx_listing" id="alg1.3"> <div class="ltx_listingline" id="alg1.l1"> 1:Circuit directed acyclic graph <math alttext="G" class="ltx_Math" display="inline" id="alg1.l1.m1.1"><semantics id="alg1.l1.m1.1a"><mi id="alg1.l1.m1.1.1" xref="alg1.l1.m1.1.1.cmml">G</mi><annotation-xml encoding="MathML-Content" id="alg1.l1.m1.1b"><ci id="alg1.l1.m1.1.1.cmml" xref="alg1.l1.m1.1.1">𝐺</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l1.m1.1c">G</annotation><annotation encoding="application/x-llamapun" id="alg1.l1.m1.1d">italic_G</annotation></semantics></math>, maximum size <math alttext="m" class="ltx_Math" display="inline" id="alg1.l1.m2.1"><semantics id="alg1.l1.m2.1a"><mi id="alg1.l1.m2.1.1" xref="alg1.l1.m2.1.1.cmml">m</mi><annotation-xml encoding="MathML-Content" id="alg1.l1.m2.1b"><ci id="alg1.l1.m2.1.1.cmml" xref="alg1.l1.m2.1.1">𝑚</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l1.m2.1c">m</annotation><annotation encoding="application/x-llamapun" id="alg1.l1.m2.1d">italic_m</annotation></semantics></math> for sub-graph, number of padding levels <math alttext="k" class="ltx_Math" display="inline" id="alg1.l1.m3.1"><semantics id="alg1.l1.m3.1a"><mi id="alg1.l1.m3.1.1" xref="alg1.l1.m3.1.1.cmml">k</mi><annotation-xml encoding="MathML-Content" id="alg1.l1.m3.1b"><ci id="alg1.l1.m3.1.1.cmml" xref="alg1.l1.m3.1.1">𝑘</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l1.m3.1c">k</annotation><annotation encoding="application/x-llamapun" id="alg1.l1.m3.1d">italic_k</annotation></semantics></math>. </div> <div class="ltx_listingline" id="alg1.l2"> 2:All partitioned sub-graphs <math alttext="G_{s}" class="ltx_Math" display="inline" id="alg1.l2.m1.1"><semantics id="alg1.l2.m1.1a"><msub id="alg1.l2.m1.1.1" xref="alg1.l2.m1.1.1.cmml"><mi id="alg1.l2.m1.1.1.2" xref="alg1.l2.m1.1.1.2.cmml">G</mi><mi id="alg1.l2.m1.1.1.3" xref="alg1.l2.m1.1.1.3.cmml">s</mi></msub><annotation-xml encoding="MathML-Content" id="alg1.l2.m1.1b"><apply id="alg1.l2.m1.1.1.cmml" xref="alg1.l2.m1.1.1"><csymbol cd="ambiguous" id="alg1.l2.m1.1.1.1.cmml" xref="alg1.l2.m1.1.1">subscript</csymbol><ci id="alg1.l2.m1.1.1.2.cmml" xref="alg1.l2.m1.1.1.2">𝐺</ci><ci id="alg1.l2.m1.1.1.3.cmml" xref="alg1.l2.m1.1.1.3">𝑠</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l2.m1.1c">G_{s}</annotation><annotation encoding="application/x-llamapun" id="alg1.l2.m1.1d">italic_G start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT</annotation></semantics></math> of <math alttext="G" class="ltx_Math" display="inline" id="alg1.l2.m2.1"><semantics id="alg1.l2.m2.1a"><mi id="alg1.l2.m2.1.1" xref="alg1.l2.m2.1.1.cmml">G</mi><annotation-xml encoding="MathML-Content" id="alg1.l2.m2.1b"><ci id="alg1.l2.m2.1.1.cmml" xref="alg1.l2.m2.1.1">𝐺</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l2.m2.1c">G</annotation><annotation encoding="application/x-llamapun" id="alg1.l2.m2.1d">italic_G</annotation></semantics></math>. </div> <div class="ltx_listingline" id="alg1.l3"> 3:function TopologicalSort(<math alttext="G" class="ltx_Math" display="inline" id="alg1.l3.m1.1"><semantics id="alg1.l3.m1.1a"><mi id="alg1.l3.m1.1.1" xref="alg1.l3.m1.1.1.cmml">G</mi><annotation-xml encoding="MathML-Content" id="alg1.l3.m1.1b"><ci id="alg1.l3.m1.1.1.cmml" xref="alg1.l3.m1.1.1">𝐺</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l3.m1.1c">G</annotation><annotation encoding="application/x-llamapun" id="alg1.l3.m1.1d">italic_G</annotation></semantics></math>) </div> <div class="ltx_listingline" id="alg1.l4"> 4: <math alttext="L" class="ltx_Math" display="inline" id="alg1.l4.m1.1"><semantics id="alg1.l4.m1.1a"><mi id="alg1.l4.m1.1.1" xref="alg1.l4.m1.1.1.cmml">L</mi><annotation-xml encoding="MathML-Content" id="alg1.l4.m1.1b"><ci id="alg1.l4.m1.1.1.cmml" xref="alg1.l4.m1.1.1">𝐿</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l4.m1.1c">L</annotation><annotation encoding="application/x-llamapun" id="alg1.l4.m1.1d">italic_L</annotation></semantics></math> = [ ]; </div> <div class="ltx_listingline" id="alg1.l5"> 5: # <math alttext="l" class="ltx_Math" display="inline" id="alg1.l5.1.m1.1"><semantics id="alg1.l5.1.m1.1a"><mi id="alg1.l5.1.m1.1.1" mathcolor="#808080" xref="alg1.l5.1.m1.1.1.cmml">l</mi><annotation-xml encoding="MathML-Content" id="alg1.l5.1.m1.1b"><ci id="alg1.l5.1.m1.1.1.cmml" xref="alg1.l5.1.m1.1.1">𝑙</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l5.1.m1.1c">l</annotation><annotation encoding="application/x-llamapun" id="alg1.l5.1.m1.1d">italic_l</annotation></semantics></math> is a list of nodes belonging to the same level </div> <div class="ltx_listingline" id="alg1.l6"> 6: for level <math alttext="l" class="ltx_Math" display="inline" id="alg1.l6.m1.1"><semantics id="alg1.l6.m1.1a"><mi id="alg1.l6.m1.1.1" xref="alg1.l6.m1.1.1.cmml">l</mi><annotation-xml encoding="MathML-Content" id="alg1.l6.m1.1b"><ci id="alg1.l6.m1.1.1.cmml" xref="alg1.l6.m1.1.1">𝑙</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l6.m1.1c">l</annotation><annotation encoding="application/x-llamapun" id="alg1.l6.m1.1d">italic_l</annotation></semantics></math> in <math alttext="G" class="ltx_Math" display="inline" id="alg1.l6.m2.1"><semantics id="alg1.l6.m2.1a"><mi id="alg1.l6.m2.1.1" xref="alg1.l6.m2.1.1.cmml">G</mi><annotation-xml encoding="MathML-Content" id="alg1.l6.m2.1b"><ci id="alg1.l6.m2.1.1.cmml" xref="alg1.l6.m2.1.1">𝐺</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l6.m2.1c">G</annotation><annotation encoding="application/x-llamapun" id="alg1.l6.m2.1d">italic_G</annotation></semantics></math> do </div> <div class="ltx_listingline" id="alg1.l7"> 7: <math alttext="L" class="ltx_Math" display="inline" id="alg1.l7.m1.1"><semantics id="alg1.l7.m1.1a"><mi id="alg1.l7.m1.1.1" xref="alg1.l7.m1.1.1.cmml">L</mi><annotation-xml encoding="MathML-Content" id="alg1.l7.m1.1b"><ci id="alg1.l7.m1.1.1.cmml" xref="alg1.l7.m1.1.1">𝐿</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l7.m1.1c">L</annotation><annotation encoding="application/x-llamapun" id="alg1.l7.m1.1d">italic_L</annotation></semantics></math>.append(<math alttext="l" class="ltx_Math" display="inline" id="alg1.l7.m2.1"><semantics id="alg1.l7.m2.1a"><mi id="alg1.l7.m2.1.1" xref="alg1.l7.m2.1.1.cmml">l</mi><annotation-xml encoding="MathML-Content" id="alg1.l7.m2.1b"><ci id="alg1.l7.m2.1.1.cmml" xref="alg1.l7.m2.1.1">𝑙</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l7.m2.1c">l</annotation><annotation encoding="application/x-llamapun" id="alg1.l7.m2.1d">italic_l</annotation></semantics></math>); </div> <div class="ltx_listingline" id="alg1.l8"> 8: end for </div> <div class="ltx_listingline" id="alg1.l9"> 9: return <math alttext="L" class="ltx_Math" display="inline" id="alg1.l9.m1.1"><semantics id="alg1.l9.m1.1a"><mi id="alg1.l9.m1.1.1" xref="alg1.l9.m1.1.1.cmml">L</mi><annotation-xml encoding="MathML-Content" id="alg1.l9.m1.1b"><ci id="alg1.l9.m1.1.1.cmml" xref="alg1.l9.m1.1.1">𝐿</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l9.m1.1c">L</annotation><annotation encoding="application/x-llamapun" id="alg1.l9.m1.1d">italic_L</annotation></semantics></math> </div> <div class="ltx_listingline" id="alg1.l10"> 10:end function </div> <div class="ltx_listingline" id="alg1.l11"> 11:<math alttext="L" class="ltx_Math" display="inline" id="alg1.l11.m1.1"><semantics id="alg1.l11.m1.1a"><mi id="alg1.l11.m1.1.1" xref="alg1.l11.m1.1.1.cmml">L</mi><annotation-xml encoding="MathML-Content" id="alg1.l11.m1.1b"><ci id="alg1.l11.m1.1.1.cmml" xref="alg1.l11.m1.1.1">𝐿</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l11.m1.1c">L</annotation><annotation encoding="application/x-llamapun" id="alg1.l11.m1.1d">italic_L</annotation></semantics></math> = TopologicalSort(<math alttext="G" class="ltx_Math" display="inline" id="alg1.l11.m2.1"><semantics id="alg1.l11.m2.1a"><mi id="alg1.l11.m2.1.1" xref="alg1.l11.m2.1.1.cmml">G</mi><annotation-xml encoding="MathML-Content" id="alg1.l11.m2.1b"><ci id="alg1.l11.m2.1.1.cmml" xref="alg1.l11.m2.1.1">𝐺</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l11.m2.1c">G</annotation><annotation encoding="application/x-llamapun" id="alg1.l11.m2.1d">italic_G</annotation></semantics></math>); </div> <div class="ltx_listingline" id="alg1.l12"> 12:<math alttext="i=0,j=0,g_{s}=" class="ltx_math_unparsed" display="inline" id="alg1.l12.m1.1"><semantics id="alg1.l12.m1.1a"><mrow id="alg1.l12.m1.1b"><mi id="alg1.l12.m1.1.2">i</mi><mo id="alg1.l12.m1.1.3">=</mo><mn id="alg1.l12.m1.1.4">0</mn><mo id="alg1.l12.m1.1.5">,</mo><mi id="alg1.l12.m1.1.6">j</mi><mo id="alg1.l12.m1.1.7">=</mo><mn id="alg1.l12.m1.1.1">0</mn><mo id="alg1.l12.m1.1.8">,</mo><msub id="alg1.l12.m1.1.9"><mi id="alg1.l12.m1.1.9.2">g</mi><mi id="alg1.l12.m1.1.9.3">s</mi></msub><mo id="alg1.l12.m1.1.10">=</mo></mrow><annotation encoding="application/x-tex" id="alg1.l12.m1.1c">i=0,j=0,g_{s}=</annotation><annotation encoding="application/x-llamapun" id="alg1.l12.m1.1d">italic_i = 0 , italic_j = 0 , italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT =</annotation></semantics></math>[ ]<math alttext=",G_{s}=" class="ltx_math_unparsed" display="inline" id="alg1.l12.m2.1"><semantics id="alg1.l12.m2.1a"><mrow id="alg1.l12.m2.1b"><mo id="alg1.l12.m2.1.1">,</mo><msub id="alg1.l12.m2.1.2"><mi id="alg1.l12.m2.1.2.2">G</mi><mi id="alg1.l12.m2.1.2.3">s</mi></msub><mo id="alg1.l12.m2.1.3">=</mo></mrow><annotation encoding="application/x-tex" id="alg1.l12.m2.1c">,G_{s}=</annotation><annotation encoding="application/x-llamapun" id="alg1.l12.m2.1d">, italic_G start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT =</annotation></semantics></math>[ ]; </div> <div class="ltx_listingline" id="alg1.l13"> 13:while <math alttext="i<\mathrm{len}(L)" class="ltx_Math" display="inline" id="alg1.l13.m1.1"><semantics id="alg1.l13.m1.1a"><mrow id="alg1.l13.m1.1.2" xref="alg1.l13.m1.1.2.cmml"><mi id="alg1.l13.m1.1.2.2" xref="alg1.l13.m1.1.2.2.cmml">i</mi><mo id="alg1.l13.m1.1.2.1" xref="alg1.l13.m1.1.2.1.cmml"><</mo><mrow id="alg1.l13.m1.1.2.3" xref="alg1.l13.m1.1.2.3.cmml"><mi id="alg1.l13.m1.1.2.3.2" xref="alg1.l13.m1.1.2.3.2.cmml">len</mi><mo id="alg1.l13.m1.1.2.3.1" xref="alg1.l13.m1.1.2.3.1.cmml">⁢</mo><mrow id="alg1.l13.m1.1.2.3.3.2" xref="alg1.l13.m1.1.2.3.cmml"><mo id="alg1.l13.m1.1.2.3.3.2.1" stretchy="false" xref="alg1.l13.m1.1.2.3.cmml">(</mo><mi id="alg1.l13.m1.1.1" xref="alg1.l13.m1.1.1.cmml">L</mi><mo id="alg1.l13.m1.1.2.3.3.2.2" stretchy="false" xref="alg1.l13.m1.1.2.3.cmml">)</mo></mrow></mrow></mrow><annotation-xml encoding="MathML-Content" id="alg1.l13.m1.1b"><apply id="alg1.l13.m1.1.2.cmml" xref="alg1.l13.m1.1.2"><lt id="alg1.l13.m1.1.2.1.cmml" xref="alg1.l13.m1.1.2.1"></lt><ci id="alg1.l13.m1.1.2.2.cmml" xref="alg1.l13.m1.1.2.2">𝑖</ci><apply id="alg1.l13.m1.1.2.3.cmml" xref="alg1.l13.m1.1.2.3"><times id="alg1.l13.m1.1.2.3.1.cmml" xref="alg1.l13.m1.1.2.3.1"></times><ci id="alg1.l13.m1.1.2.3.2.cmml" xref="alg1.l13.m1.1.2.3.2">len</ci><ci id="alg1.l13.m1.1.1.cmml" xref="alg1.l13.m1.1.1">𝐿</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l13.m1.1c">i<\mathrm{len}(L)</annotation><annotation encoding="application/x-llamapun" id="alg1.l13.m1.1d">italic_i < roman_len ( italic_L )</annotation></semantics></math> do </div> <div class="ltx_listingline" id="alg1.l14"> 14: if <math alttext="i<\mathrm{len}(L)" class="ltx_Math" display="inline" id="alg1.l14.m1.1"><semantics id="alg1.l14.m1.1a"><mrow id="alg1.l14.m1.1.2" xref="alg1.l14.m1.1.2.cmml"><mi id="alg1.l14.m1.1.2.2" xref="alg1.l14.m1.1.2.2.cmml">i</mi><mo id="alg1.l14.m1.1.2.1" xref="alg1.l14.m1.1.2.1.cmml"><</mo><mrow id="alg1.l14.m1.1.2.3" xref="alg1.l14.m1.1.2.3.cmml"><mi id="alg1.l14.m1.1.2.3.2" xref="alg1.l14.m1.1.2.3.2.cmml">len</mi><mo id="alg1.l14.m1.1.2.3.1" xref="alg1.l14.m1.1.2.3.1.cmml">⁢</mo><mrow id="alg1.l14.m1.1.2.3.3.2" xref="alg1.l14.m1.1.2.3.cmml"><mo id="alg1.l14.m1.1.2.3.3.2.1" stretchy="false" xref="alg1.l14.m1.1.2.3.cmml">(</mo><mi id="alg1.l14.m1.1.1" xref="alg1.l14.m1.1.1.cmml">L</mi><mo id="alg1.l14.m1.1.2.3.3.2.2" stretchy="false" xref="alg1.l14.m1.1.2.3.cmml">)</mo></mrow></mrow></mrow><annotation-xml encoding="MathML-Content" id="alg1.l14.m1.1b"><apply id="alg1.l14.m1.1.2.cmml" xref="alg1.l14.m1.1.2"><lt id="alg1.l14.m1.1.2.1.cmml" xref="alg1.l14.m1.1.2.1"></lt><ci id="alg1.l14.m1.1.2.2.cmml" xref="alg1.l14.m1.1.2.2">𝑖</ci><apply id="alg1.l14.m1.1.2.3.cmml" xref="alg1.l14.m1.1.2.3"><times id="alg1.l14.m1.1.2.3.1.cmml" xref="alg1.l14.m1.1.2.3.1"></times><ci id="alg1.l14.m1.1.2.3.2.cmml" xref="alg1.l14.m1.1.2.3.2">len</ci><ci id="alg1.l14.m1.1.1.cmml" xref="alg1.l14.m1.1.1">𝐿</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l14.m1.1c">i<\mathrm{len}(L)</annotation><annotation encoding="application/x-llamapun" id="alg1.l14.m1.1d">italic_i < roman_len ( italic_L )</annotation></semantics></math> and <math alttext="\mathrm{len}(g_{s})+\mathrm{len}(L[i])<m" class="ltx_Math" display="inline" id="alg1.l14.m2.3"><semantics id="alg1.l14.m2.3a"><mrow id="alg1.l14.m2.3.3" xref="alg1.l14.m2.3.3.cmml"><mrow id="alg1.l14.m2.3.3.2" xref="alg1.l14.m2.3.3.2.cmml"><mrow id="alg1.l14.m2.2.2.1.1" xref="alg1.l14.m2.2.2.1.1.cmml"><mi id="alg1.l14.m2.2.2.1.1.3" xref="alg1.l14.m2.2.2.1.1.3.cmml">len</mi><mo id="alg1.l14.m2.2.2.1.1.2" xref="alg1.l14.m2.2.2.1.1.2.cmml">⁢</mo><mrow id="alg1.l14.m2.2.2.1.1.1.1" xref="alg1.l14.m2.2.2.1.1.1.1.1.cmml"><mo id="alg1.l14.m2.2.2.1.1.1.1.2" stretchy="false" xref="alg1.l14.m2.2.2.1.1.1.1.1.cmml">(</mo><msub id="alg1.l14.m2.2.2.1.1.1.1.1" xref="alg1.l14.m2.2.2.1.1.1.1.1.cmml"><mi id="alg1.l14.m2.2.2.1.1.1.1.1.2" xref="alg1.l14.m2.2.2.1.1.1.1.1.2.cmml">g</mi><mi id="alg1.l14.m2.2.2.1.1.1.1.1.3" xref="alg1.l14.m2.2.2.1.1.1.1.1.3.cmml">s</mi></msub><mo id="alg1.l14.m2.2.2.1.1.1.1.3" stretchy="false" xref="alg1.l14.m2.2.2.1.1.1.1.1.cmml">)</mo></mrow></mrow><mo id="alg1.l14.m2.3.3.2.3" xref="alg1.l14.m2.3.3.2.3.cmml">+</mo><mrow id="alg1.l14.m2.3.3.2.2" xref="alg1.l14.m2.3.3.2.2.cmml"><mi id="alg1.l14.m2.3.3.2.2.3" xref="alg1.l14.m2.3.3.2.2.3.cmml">len</mi><mo id="alg1.l14.m2.3.3.2.2.2" xref="alg1.l14.m2.3.3.2.2.2.cmml">⁢</mo><mrow id="alg1.l14.m2.3.3.2.2.1.1" xref="alg1.l14.m2.3.3.2.2.1.1.1.cmml"><mo id="alg1.l14.m2.3.3.2.2.1.1.2" stretchy="false" xref="alg1.l14.m2.3.3.2.2.1.1.1.cmml">(</mo><mrow id="alg1.l14.m2.3.3.2.2.1.1.1" xref="alg1.l14.m2.3.3.2.2.1.1.1.cmml"><mi id="alg1.l14.m2.3.3.2.2.1.1.1.2" xref="alg1.l14.m2.3.3.2.2.1.1.1.2.cmml">L</mi><mo id="alg1.l14.m2.3.3.2.2.1.1.1.1" xref="alg1.l14.m2.3.3.2.2.1.1.1.1.cmml">⁢</mo><mrow id="alg1.l14.m2.3.3.2.2.1.1.1.3.2" xref="alg1.l14.m2.3.3.2.2.1.1.1.3.1.cmml"><mo id="alg1.l14.m2.3.3.2.2.1.1.1.3.2.1" stretchy="false" xref="alg1.l14.m2.3.3.2.2.1.1.1.3.1.1.cmml">[</mo><mi id="alg1.l14.m2.1.1" xref="alg1.l14.m2.1.1.cmml">i</mi><mo id="alg1.l14.m2.3.3.2.2.1.1.1.3.2.2" stretchy="false" xref="alg1.l14.m2.3.3.2.2.1.1.1.3.1.1.cmml">]</mo></mrow></mrow><mo id="alg1.l14.m2.3.3.2.2.1.1.3" stretchy="false" xref="alg1.l14.m2.3.3.2.2.1.1.1.cmml">)</mo></mrow></mrow></mrow><mo id="alg1.l14.m2.3.3.3" xref="alg1.l14.m2.3.3.3.cmml"><</mo><mi id="alg1.l14.m2.3.3.4" xref="alg1.l14.m2.3.3.4.cmml">m</mi></mrow><annotation-xml encoding="MathML-Content" id="alg1.l14.m2.3b"><apply id="alg1.l14.m2.3.3.cmml" xref="alg1.l14.m2.3.3"><lt id="alg1.l14.m2.3.3.3.cmml" xref="alg1.l14.m2.3.3.3"></lt><apply id="alg1.l14.m2.3.3.2.cmml" xref="alg1.l14.m2.3.3.2"><plus id="alg1.l14.m2.3.3.2.3.cmml" xref="alg1.l14.m2.3.3.2.3"></plus><apply id="alg1.l14.m2.2.2.1.1.cmml" xref="alg1.l14.m2.2.2.1.1"><times id="alg1.l14.m2.2.2.1.1.2.cmml" xref="alg1.l14.m2.2.2.1.1.2"></times><ci id="alg1.l14.m2.2.2.1.1.3.cmml" xref="alg1.l14.m2.2.2.1.1.3">len</ci><apply id="alg1.l14.m2.2.2.1.1.1.1.1.cmml" xref="alg1.l14.m2.2.2.1.1.1.1"><csymbol cd="ambiguous" id="alg1.l14.m2.2.2.1.1.1.1.1.1.cmml" xref="alg1.l14.m2.2.2.1.1.1.1">subscript</csymbol><ci id="alg1.l14.m2.2.2.1.1.1.1.1.2.cmml" xref="alg1.l14.m2.2.2.1.1.1.1.1.2">𝑔</ci><ci id="alg1.l14.m2.2.2.1.1.1.1.1.3.cmml" xref="alg1.l14.m2.2.2.1.1.1.1.1.3">𝑠</ci></apply></apply><apply id="alg1.l14.m2.3.3.2.2.cmml" xref="alg1.l14.m2.3.3.2.2"><times id="alg1.l14.m2.3.3.2.2.2.cmml" xref="alg1.l14.m2.3.3.2.2.2"></times><ci id="alg1.l14.m2.3.3.2.2.3.cmml" xref="alg1.l14.m2.3.3.2.2.3">len</ci><apply id="alg1.l14.m2.3.3.2.2.1.1.1.cmml" xref="alg1.l14.m2.3.3.2.2.1.1"><times id="alg1.l14.m2.3.3.2.2.1.1.1.1.cmml" xref="alg1.l14.m2.3.3.2.2.1.1.1.1"></times><ci id="alg1.l14.m2.3.3.2.2.1.1.1.2.cmml" xref="alg1.l14.m2.3.3.2.2.1.1.1.2">𝐿</ci><apply id="alg1.l14.m2.3.3.2.2.1.1.1.3.1.cmml" xref="alg1.l14.m2.3.3.2.2.1.1.1.3.2"><csymbol cd="latexml" id="alg1.l14.m2.3.3.2.2.1.1.1.3.1.1.cmml" xref="alg1.l14.m2.3.3.2.2.1.1.1.3.2.1">delimited-[]</csymbol><ci id="alg1.l14.m2.1.1.cmml" xref="alg1.l14.m2.1.1">𝑖</ci></apply></apply></apply></apply><ci id="alg1.l14.m2.3.3.4.cmml" xref="alg1.l14.m2.3.3.4">𝑚</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l14.m2.3c">\mathrm{len}(g_{s})+\mathrm{len}(L[i])<m</annotation><annotation encoding="application/x-llamapun" id="alg1.l14.m2.3d">roman_len ( italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT ) + roman_len ( italic_L [ italic_i ] ) < italic_m</annotation></semantics></math> then </div> <div class="ltx_listingline" id="alg1.l15"> 15: Add all nodes in <math alttext="L[i]" class="ltx_Math" display="inline" id="alg1.l15.m1.1"><semantics id="alg1.l15.m1.1a"><mrow id="alg1.l15.m1.1.2" xref="alg1.l15.m1.1.2.cmml"><mi id="alg1.l15.m1.1.2.2" xref="alg1.l15.m1.1.2.2.cmml">L</mi><mo id="alg1.l15.m1.1.2.1" xref="alg1.l15.m1.1.2.1.cmml">⁢</mo><mrow id="alg1.l15.m1.1.2.3.2" xref="alg1.l15.m1.1.2.3.1.cmml"><mo id="alg1.l15.m1.1.2.3.2.1" stretchy="false" xref="alg1.l15.m1.1.2.3.1.1.cmml">[</mo><mi id="alg1.l15.m1.1.1" xref="alg1.l15.m1.1.1.cmml">i</mi><mo id="alg1.l15.m1.1.2.3.2.2" stretchy="false" xref="alg1.l15.m1.1.2.3.1.1.cmml">]</mo></mrow></mrow><annotation-xml encoding="MathML-Content" id="alg1.l15.m1.1b"><apply id="alg1.l15.m1.1.2.cmml" xref="alg1.l15.m1.1.2"><times id="alg1.l15.m1.1.2.1.cmml" xref="alg1.l15.m1.1.2.1"></times><ci id="alg1.l15.m1.1.2.2.cmml" xref="alg1.l15.m1.1.2.2">𝐿</ci><apply id="alg1.l15.m1.1.2.3.1.cmml" xref="alg1.l15.m1.1.2.3.2"><csymbol cd="latexml" id="alg1.l15.m1.1.2.3.1.1.cmml" xref="alg1.l15.m1.1.2.3.2.1">delimited-[]</csymbol><ci id="alg1.l15.m1.1.1.cmml" xref="alg1.l15.m1.1.1">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l15.m1.1c">L[i]</annotation><annotation encoding="application/x-llamapun" id="alg1.l15.m1.1d">italic_L [ italic_i ]</annotation></semantics></math> to <math alttext="g_{s}" class="ltx_Math" display="inline" id="alg1.l15.m2.1"><semantics id="alg1.l15.m2.1a"><msub id="alg1.l15.m2.1.1" xref="alg1.l15.m2.1.1.cmml"><mi id="alg1.l15.m2.1.1.2" xref="alg1.l15.m2.1.1.2.cmml">g</mi><mi id="alg1.l15.m2.1.1.3" xref="alg1.l15.m2.1.1.3.cmml">s</mi></msub><annotation-xml encoding="MathML-Content" id="alg1.l15.m2.1b"><apply id="alg1.l15.m2.1.1.cmml" xref="alg1.l15.m2.1.1"><csymbol cd="ambiguous" id="alg1.l15.m2.1.1.1.cmml" xref="alg1.l15.m2.1.1">subscript</csymbol><ci id="alg1.l15.m2.1.1.2.cmml" xref="alg1.l15.m2.1.1.2">𝑔</ci><ci id="alg1.l15.m2.1.1.3.cmml" xref="alg1.l15.m2.1.1.3">𝑠</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l15.m2.1c">g_{s}</annotation><annotation encoding="application/x-llamapun" id="alg1.l15.m2.1d">italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT</annotation></semantics></math>; <math alttext="i=i+1" class="ltx_Math" display="inline" id="alg1.l15.m3.1"><semantics id="alg1.l15.m3.1a"><mrow id="alg1.l15.m3.1.1" xref="alg1.l15.m3.1.1.cmml"><mi id="alg1.l15.m3.1.1.2" xref="alg1.l15.m3.1.1.2.cmml">i</mi><mo id="alg1.l15.m3.1.1.1" xref="alg1.l15.m3.1.1.1.cmml">=</mo><mrow id="alg1.l15.m3.1.1.3" xref="alg1.l15.m3.1.1.3.cmml"><mi id="alg1.l15.m3.1.1.3.2" xref="alg1.l15.m3.1.1.3.2.cmml">i</mi><mo id="alg1.l15.m3.1.1.3.1" xref="alg1.l15.m3.1.1.3.1.cmml">+</mo><mn id="alg1.l15.m3.1.1.3.3" xref="alg1.l15.m3.1.1.3.3.cmml">1</mn></mrow></mrow><annotation-xml encoding="MathML-Content" id="alg1.l15.m3.1b"><apply id="alg1.l15.m3.1.1.cmml" xref="alg1.l15.m3.1.1"><eq id="alg1.l15.m3.1.1.1.cmml" xref="alg1.l15.m3.1.1.1"></eq><ci id="alg1.l15.m3.1.1.2.cmml" xref="alg1.l15.m3.1.1.2">𝑖</ci><apply id="alg1.l15.m3.1.1.3.cmml" xref="alg1.l15.m3.1.1.3"><plus id="alg1.l15.m3.1.1.3.1.cmml" xref="alg1.l15.m3.1.1.3.1"></plus><ci id="alg1.l15.m3.1.1.3.2.cmml" xref="alg1.l15.m3.1.1.3.2">𝑖</ci><cn id="alg1.l15.m3.1.1.3.3.cmml" type="integer" xref="alg1.l15.m3.1.1.3.3">1</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l15.m3.1c">i=i+1</annotation><annotation encoding="application/x-llamapun" id="alg1.l15.m3.1d">italic_i = italic_i + 1</annotation></semantics></math>; </div> <div class="ltx_listingline" id="alg1.l16"> 16: else </div> <div class="ltx_listingline" id="alg1.l17"> 17: # Padding nodes do not involve training </div> <div class="ltx_listingline" id="alg1.l18"> 18: <math alttext="g_{s}=L[\max(0,j-k):j]\,||\,g_{s}\,||\,L[i:\min(i+k,\mathrm{len}(L))]" class="ltx_math_unparsed" display="inline" id="alg1.l18.m1.2"><semantics id="alg1.l18.m1.2a"><mrow id="alg1.l18.m1.2b"><msub id="alg1.l18.m1.2.3"><mi id="alg1.l18.m1.2.3.2">g</mi><mi id="alg1.l18.m1.2.3.3">s</mi></msub><mo id="alg1.l18.m1.2.4">=</mo><mi id="alg1.l18.m1.2.5">L</mi><mrow id="alg1.l18.m1.2.6"><mo id="alg1.l18.m1.2.6.1" stretchy="false">[</mo><mi id="alg1.l18.m1.1.1">max</mi><mrow id="alg1.l18.m1.2.6.2"><mo id="alg1.l18.m1.2.6.2.1" stretchy="false">(</mo><mn id="alg1.l18.m1.2.2">0</mn><mo id="alg1.l18.m1.2.6.2.2">,</mo><mi id="alg1.l18.m1.2.6.2.3">j</mi><mo id="alg1.l18.m1.2.6.2.4">−</mo><mi id="alg1.l18.m1.2.6.2.5">k</mi><mo id="alg1.l18.m1.2.6.2.6" rspace="0.278em" stretchy="false">)</mo></mrow><mo id="alg1.l18.m1.2.6.3" rspace="0.278em">:</mo><mi id="alg1.l18.m1.2.6.4">j</mi><mo id="alg1.l18.m1.2.6.5" rspace="0.170em" stretchy="false">]</mo></mrow><mo fence="false" id="alg1.l18.m1.2.7" rspace="0.167em" stretchy="false">|</mo><mo fence="false" id="alg1.l18.m1.2.8" rspace="0.337em" stretchy="false">|</mo><msub id="alg1.l18.m1.2.9"><mi id="alg1.l18.m1.2.9.2">g</mi><mi id="alg1.l18.m1.2.9.3">s</mi></msub><mo fence="false" id="alg1.l18.m1.2.10" rspace="0.167em" stretchy="false">|</mo><mo fence="false" id="alg1.l18.m1.2.11" rspace="0.337em" stretchy="false">|</mo><mi id="alg1.l18.m1.2.12">L</mi><mrow id="alg1.l18.m1.2.13"><mo id="alg1.l18.m1.2.13.1" stretchy="false">[</mo><mi id="alg1.l18.m1.2.13.2">i</mi><mo id="alg1.l18.m1.2.13.3" lspace="0.278em" rspace="0.278em">:</mo><mi id="alg1.l18.m1.2.13.4">min</mi><mrow id="alg1.l18.m1.2.13.5"><mo id="alg1.l18.m1.2.13.5.1" stretchy="false">(</mo><mi id="alg1.l18.m1.2.13.5.2">i</mi><mo id="alg1.l18.m1.2.13.5.3">+</mo><mi id="alg1.l18.m1.2.13.5.4">k</mi><mo id="alg1.l18.m1.2.13.5.5">,</mo><mi id="alg1.l18.m1.2.13.5.6">len</mi><mrow id="alg1.l18.m1.2.13.5.7"><mo id="alg1.l18.m1.2.13.5.7.1" stretchy="false">(</mo><mi id="alg1.l18.m1.2.13.5.7.2">L</mi><mo id="alg1.l18.m1.2.13.5.7.3" stretchy="false">)</mo></mrow><mo id="alg1.l18.m1.2.13.5.8" stretchy="false">)</mo></mrow><mo id="alg1.l18.m1.2.13.6" stretchy="false">]</mo></mrow></mrow><annotation encoding="application/x-tex" id="alg1.l18.m1.2c">g_{s}=L[\max(0,j-k):j]\,||\,g_{s}\,||\,L[i:\min(i+k,\mathrm{len}(L))]</annotation><annotation encoding="application/x-llamapun" id="alg1.l18.m1.2d">italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT = italic_L [ roman_max ( 0 , italic_j - italic_k ) : italic_j ] | | italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT | | italic_L [ italic_i : roman_min ( italic_i + italic_k , roman_len ( italic_L ) ) ]</annotation></semantics></math>; </div> <div class="ltx_listingline" id="alg1.l19"> 19: <math alttext="j=i" class="ltx_Math" display="inline" id="alg1.l19.m1.1"><semantics id="alg1.l19.m1.1a"><mrow id="alg1.l19.m1.1.1" xref="alg1.l19.m1.1.1.cmml"><mi id="alg1.l19.m1.1.1.2" xref="alg1.l19.m1.1.1.2.cmml">j</mi><mo id="alg1.l19.m1.1.1.1" xref="alg1.l19.m1.1.1.1.cmml">=</mo><mi id="alg1.l19.m1.1.1.3" xref="alg1.l19.m1.1.1.3.cmml">i</mi></mrow><annotation-xml encoding="MathML-Content" id="alg1.l19.m1.1b"><apply id="alg1.l19.m1.1.1.cmml" xref="alg1.l19.m1.1.1"><eq id="alg1.l19.m1.1.1.1.cmml" xref="alg1.l19.m1.1.1.1"></eq><ci id="alg1.l19.m1.1.1.2.cmml" xref="alg1.l19.m1.1.1.2">𝑗</ci><ci id="alg1.l19.m1.1.1.3.cmml" xref="alg1.l19.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l19.m1.1c">j=i</annotation><annotation encoding="application/x-llamapun" id="alg1.l19.m1.1d">italic_j = italic_i</annotation></semantics></math>; </div> <div class="ltx_listingline" id="alg1.l20"> 20: Construct sub-graph with nodes <math alttext="g_{s}" class="ltx_Math" display="inline" id="alg1.l20.m1.1"><semantics id="alg1.l20.m1.1a"><msub id="alg1.l20.m1.1.1" xref="alg1.l20.m1.1.1.cmml"><mi id="alg1.l20.m1.1.1.2" xref="alg1.l20.m1.1.1.2.cmml">g</mi><mi id="alg1.l20.m1.1.1.3" xref="alg1.l20.m1.1.1.3.cmml">s</mi></msub><annotation-xml encoding="MathML-Content" id="alg1.l20.m1.1b"><apply id="alg1.l20.m1.1.1.cmml" xref="alg1.l20.m1.1.1"><csymbol cd="ambiguous" id="alg1.l20.m1.1.1.1.cmml" xref="alg1.l20.m1.1.1">subscript</csymbol><ci id="alg1.l20.m1.1.1.2.cmml" xref="alg1.l20.m1.1.1.2">𝑔</ci><ci id="alg1.l20.m1.1.1.3.cmml" xref="alg1.l20.m1.1.1.3">𝑠</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l20.m1.1c">g_{s}</annotation><annotation encoding="application/x-llamapun" id="alg1.l20.m1.1d">italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT</annotation></semantics></math> from <math alttext="G" class="ltx_Math" display="inline" id="alg1.l20.m2.1"><semantics id="alg1.l20.m2.1a"><mi id="alg1.l20.m2.1.1" xref="alg1.l20.m2.1.1.cmml">G</mi><annotation-xml encoding="MathML-Content" id="alg1.l20.m2.1b"><ci id="alg1.l20.m2.1.1.cmml" xref="alg1.l20.m2.1.1">𝐺</ci></annotation-xml><annotation encoding="application/x-tex" id="alg1.l20.m2.1c">G</annotation><annotation encoding="application/x-llamapun" id="alg1.l20.m2.1d">italic_G</annotation></semantics></math>; </div> <div class="ltx_listingline" id="alg1.l21"> 21: Add the sub-graph to <math alttext="G_{s}" class="ltx_Math" display="inline" id="alg1.l21.m1.1"><semantics id="alg1.l21.m1.1a"><msub id="alg1.l21.m1.1.1" xref="alg1.l21.m1.1.1.cmml"><mi id="alg1.l21.m1.1.1.2" xref="alg1.l21.m1.1.1.2.cmml">G</mi><mi id="alg1.l21.m1.1.1.3" xref="alg1.l21.m1.1.1.3.cmml">s</mi></msub><annotation-xml encoding="MathML-Content" id="alg1.l21.m1.1b"><apply id="alg1.l21.m1.1.1.cmml" xref="alg1.l21.m1.1.1"><csymbol cd="ambiguous" id="alg1.l21.m1.1.1.1.cmml" xref="alg1.l21.m1.1.1">subscript</csymbol><ci id="alg1.l21.m1.1.1.2.cmml" xref="alg1.l21.m1.1.1.2">𝐺</ci><ci id="alg1.l21.m1.1.1.3.cmml" xref="alg1.l21.m1.1.1.3">𝑠</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l21.m1.1c">G_{s}</annotation><annotation encoding="application/x-llamapun" id="alg1.l21.m1.1d">italic_G start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT</annotation></semantics></math>; </div> <div class="ltx_listingline" id="alg1.l22"> 22: <math alttext="g_{s}=" class="ltx_Math" display="inline" id="alg1.l22.m1.1"><semantics id="alg1.l22.m1.1a"><mrow id="alg1.l22.m1.1.1" xref="alg1.l22.m1.1.1.cmml"><msub id="alg1.l22.m1.1.1.2" xref="alg1.l22.m1.1.1.2.cmml"><mi id="alg1.l22.m1.1.1.2.2" xref="alg1.l22.m1.1.1.2.2.cmml">g</mi><mi id="alg1.l22.m1.1.1.2.3" xref="alg1.l22.m1.1.1.2.3.cmml">s</mi></msub><mo id="alg1.l22.m1.1.1.1" xref="alg1.l22.m1.1.1.1.cmml">=</mo><mi id="alg1.l22.m1.1.1.3" xref="alg1.l22.m1.1.1.3.cmml"></mi></mrow><annotation-xml encoding="MathML-Content" id="alg1.l22.m1.1b"><apply id="alg1.l22.m1.1.1.cmml" xref="alg1.l22.m1.1.1"><eq id="alg1.l22.m1.1.1.1.cmml" xref="alg1.l22.m1.1.1.1"></eq><apply id="alg1.l22.m1.1.1.2.cmml" xref="alg1.l22.m1.1.1.2"><csymbol cd="ambiguous" id="alg1.l22.m1.1.1.2.1.cmml" xref="alg1.l22.m1.1.1.2">subscript</csymbol><ci id="alg1.l22.m1.1.1.2.2.cmml" xref="alg1.l22.m1.1.1.2.2">𝑔</ci><ci id="alg1.l22.m1.1.1.2.3.cmml" xref="alg1.l22.m1.1.1.2.3">𝑠</ci></apply><csymbol cd="latexml" id="alg1.l22.m1.1.1.3.cmml" xref="alg1.l22.m1.1.1.3">absent</csymbol></apply></annotation-xml><annotation encoding="application/x-tex" id="alg1.l22.m1.1c">g_{s}=</annotation><annotation encoding="application/x-llamapun" id="alg1.l22.m1.1d">italic_g start_POSTSUBSCRIPT italic_s end_POSTSUBSCRIPT =</annotation></semantics></math> [ ]; </div> <div class="ltx_listingline" id="alg1.l23"> 23: end if </div> <div class="ltx_listingline" id="alg1.l24"> 24:end while </div> </div> </figure> </section> <section class="ltx_subsection" id="Sx3.SSx4"> <h3 class="ltx_title ltx_title_subsection">Order Preserving Graph Partition</h3> <div class="ltx_para" id="Sx3.SSx4.p1"> Feeding the entire graph into GNN for training is faced with huge peak GPU memory cost. An appropriate graph partition method is necessary to reduce the memory cost while reserving topological order information. </div> <div class="ltx_para" id="Sx3.SSx4.p2"> To adapt to the signal propagation, we propose a order preserving graph partition algorithm. Given a circuit graph, we first apply topological sorting <cite class="ltx_cite ltx_citemacro_citep">(Lasser <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib24" title="">1961</a>)</cite> to compute the sorting order of each pin. After sorting, we construct sub-graphs by selecting continuous levels of pins based on the given maximum sub-graph size. However, the marginal nodes of sub-graph lose their <math alttext="1\sim k" class="ltx_Math" display="inline" id="Sx3.SSx4.p2.1.m1.1"><semantics id="Sx3.SSx4.p2.1.m1.1a"><mrow id="Sx3.SSx4.p2.1.m1.1.1" xref="Sx3.SSx4.p2.1.m1.1.1.cmml"><mn id="Sx3.SSx4.p2.1.m1.1.1.2" xref="Sx3.SSx4.p2.1.m1.1.1.2.cmml">1</mn><mo id="Sx3.SSx4.p2.1.m1.1.1.1" xref="Sx3.SSx4.p2.1.m1.1.1.1.cmml">∼</mo><mi id="Sx3.SSx4.p2.1.m1.1.1.3" xref="Sx3.SSx4.p2.1.m1.1.1.3.cmml">k</mi></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p2.1.m1.1b"><apply id="Sx3.SSx4.p2.1.m1.1.1.cmml" xref="Sx3.SSx4.p2.1.m1.1.1"><csymbol cd="latexml" id="Sx3.SSx4.p2.1.m1.1.1.1.cmml" xref="Sx3.SSx4.p2.1.m1.1.1.1">similar-to</csymbol><cn id="Sx3.SSx4.p2.1.m1.1.1.2.cmml" type="integer" xref="Sx3.SSx4.p2.1.m1.1.1.2">1</cn><ci id="Sx3.SSx4.p2.1.m1.1.1.3.cmml" xref="Sx3.SSx4.p2.1.m1.1.1.3">𝑘</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p2.1.m1.1c">1\sim k</annotation><annotation 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id="Sx3.SSx4.p2.4.m4.5d">2 ∼ italic_k , 3 ∼ italic_k , … , italic_k</annotation></semantics></math>-th hop neighbours, where <math alttext="k" class="ltx_Math" display="inline" id="Sx3.SSx4.p2.5.m5.1"><semantics id="Sx3.SSx4.p2.5.m5.1a"><mi id="Sx3.SSx4.p2.5.m5.1.1" xref="Sx3.SSx4.p2.5.m5.1.1.cmml">k</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p2.5.m5.1b"><ci id="Sx3.SSx4.p2.5.m5.1.1.cmml" xref="Sx3.SSx4.p2.5.m5.1.1">𝑘</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p2.5.m5.1c">k</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p2.5.m5.1d">italic_k</annotation></semantics></math> is the number of stacked GNN layers. To resolve this problem, we pad the sub-graph with <math alttext="k" class="ltx_Math" display="inline" id="Sx3.SSx4.p2.6.m6.1"><semantics id="Sx3.SSx4.p2.6.m6.1a"><mi id="Sx3.SSx4.p2.6.m6.1.1" xref="Sx3.SSx4.p2.6.m6.1.1.cmml">k</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p2.6.m6.1b"><ci id="Sx3.SSx4.p2.6.m6.1.1.cmml" xref="Sx3.SSx4.p2.6.m6.1.1">𝑘</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p2.6.m6.1c">k</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p2.6.m6.1d">italic_k</annotation></semantics></math> preceding and successive levels of pins. Note that these padding nodes are excluded in loss computation and backward propagation (BP), which ensures nodes involved gradient descent have full access to their <math alttext="k" class="ltx_Math" display="inline" id="Sx3.SSx4.p2.7.m7.1"><semantics id="Sx3.SSx4.p2.7.m7.1a"><mi id="Sx3.SSx4.p2.7.m7.1.1" xref="Sx3.SSx4.p2.7.m7.1.1.cmml">k</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p2.7.m7.1b"><ci id="Sx3.SSx4.p2.7.m7.1.1.cmml" xref="Sx3.SSx4.p2.7.m7.1.1">𝑘</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p2.7.m7.1c">k</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p2.7.m7.1d">italic_k</annotation></semantics></math>-hop neighbours like in the whole graph. Detailed graph partition algorithm is shown in Alg. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#alg1" title="Algorithm 1 ‣ Multi-head Joint Attention for Cell Modeling ‣ Methodology ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">1</a> and Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx3.F4" title="Figure 4 ‣ Residual Local Learning of Signal Delay ‣ Methodology ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">4</a>. Our partition algorithm reduces the GPU memory cost from more than 48 GB (out of memory) to 22 GB, and preserves the consistency without losing neighbours. </div> <figure class="ltx_table" id="Sx3.T2"> <table class="ltx_tabular ltx_centering ltx_align_middle" id="Sx3.T2.107"> <tr class="ltx_tr" id="Sx3.T2.2.2"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_tt" colspan="2" id="Sx3.T2.2.2.3" rowspan="2"> Dataset</td> <td class="ltx_td ltx_align_center ltx_border_tt" colspan="5" id="Sx3.T2.2.2.2"> <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="Sx3.T2.1.1.1.m1.1"><semantics id="Sx3.T2.1.1.1.m1.1a"><msubsup id="Sx3.T2.1.1.1.m1.1.1" xref="Sx3.T2.1.1.1.m1.1.1.cmml"><mi id="Sx3.T2.1.1.1.m1.1.1.2.2" xref="Sx3.T2.1.1.1.m1.1.1.2.2.cmml">R</mi><mrow id="Sx3.T2.1.1.1.m1.1.1.3" xref="Sx3.T2.1.1.1.m1.1.1.3.cmml"><mi id="Sx3.T2.1.1.1.m1.1.1.3.2" xref="Sx3.T2.1.1.1.m1.1.1.3.2.cmml">u</mi><mo id="Sx3.T2.1.1.1.m1.1.1.3.1" xref="Sx3.T2.1.1.1.m1.1.1.3.1.cmml">⁢</mo><mi 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id="Sx3.T2.107.108.1">GCNII</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.107.108.2">GAT</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.107.108.3">GINE</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.107.108.4">TimingGCN</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.107.108.5">PreRoutGNN</td> </tr> <tr class="ltx_tr" id="Sx3.T2.7.7"> <td class="ltx_td ltx_align_left ltx_border_t" id="Sx3.T2.7.7.6" rowspan="14">train</td> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_t" id="Sx3.T2.7.7.7">BM64</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.3.3.1">0.763 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.3.3.1.m1.1"><semantics id="Sx3.T2.3.3.1.m1.1a"><mo id="Sx3.T2.3.3.1.m1.1.1" xref="Sx3.T2.3.3.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.3.3.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.3.3.1.m1.1.1.cmml" xref="Sx3.T2.3.3.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.3.3.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.3.3.1.m1.1d">±</annotation></semantics></math> 0.101</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.4.4.2">0.354 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.4.4.2.m1.1"><semantics id="Sx3.T2.4.4.2.m1.1a"><mo id="Sx3.T2.4.4.2.m1.1.1" xref="Sx3.T2.4.4.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.4.4.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.4.4.2.m1.1.1.cmml" xref="Sx3.T2.4.4.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.4.4.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.4.4.2.m1.1d">±</annotation></semantics></math> 0.223</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.5.5.3">0.623 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.5.5.3.m1.1"><semantics id="Sx3.T2.5.5.3.m1.1a"><mo id="Sx3.T2.5.5.3.m1.1.1" xref="Sx3.T2.5.5.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.5.5.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.5.5.3.m1.1.1.cmml" xref="Sx3.T2.5.5.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.5.5.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.5.5.3.m1.1d">±</annotation></semantics></math> 0.161</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.6.6.4">0.668 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.6.6.4.m1.1"><semantics id="Sx3.T2.6.6.4.m1.1a"><mo id="Sx3.T2.6.6.4.m1.1.1" xref="Sx3.T2.6.6.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.6.6.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.6.6.4.m1.1.1.cmml" xref="Sx3.T2.6.6.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.6.6.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.6.6.4.m1.1d">±</annotation></semantics></math> 0.252</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.7.7.5">0.986 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.7.7.5.1.m1.1"><semantics id="Sx3.T2.7.7.5.1.m1.1a"><mo id="Sx3.T2.7.7.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.7.7.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.7.7.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.7.7.5.1.m1.1.1.cmml" xref="Sx3.T2.7.7.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.7.7.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.7.7.5.1.m1.1d">±</annotation></semantics></math> 0.006</td> </tr> <tr class="ltx_tr" id="Sx3.T2.12.12"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.12.12.6">aes128</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.8.8.1">0.458 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.8.8.1.m1.1"><semantics id="Sx3.T2.8.8.1.m1.1a"><mo id="Sx3.T2.8.8.1.m1.1.1" xref="Sx3.T2.8.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.8.8.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.8.8.1.m1.1.1.cmml" xref="Sx3.T2.8.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.8.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.8.8.1.m1.1d">±</annotation></semantics></math> 0.207</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.9.9.2">-0.245 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.9.9.2.m1.1"><semantics id="Sx3.T2.9.9.2.m1.1a"><mo id="Sx3.T2.9.9.2.m1.1.1" xref="Sx3.T2.9.9.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.9.9.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.9.9.2.m1.1.1.cmml" xref="Sx3.T2.9.9.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.9.9.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.9.9.2.m1.1d">±</annotation></semantics></math> 0.340</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.10.10.3">0.029 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.10.10.3.m1.1"><semantics id="Sx3.T2.10.10.3.m1.1a"><mo id="Sx3.T2.10.10.3.m1.1.1" xref="Sx3.T2.10.10.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.10.10.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.10.10.3.m1.1.1.cmml" xref="Sx3.T2.10.10.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.10.10.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.10.10.3.m1.1d">±</annotation></semantics></math> 0.352</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.11.11.4">-0.055 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.11.11.4.m1.1"><semantics id="Sx3.T2.11.11.4.m1.1a"><mo id="Sx3.T2.11.11.4.m1.1.1" xref="Sx3.T2.11.11.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.11.11.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.11.11.4.m1.1.1.cmml" xref="Sx3.T2.11.11.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.11.11.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.11.11.4.m1.1d">±</annotation></semantics></math> 0.312</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.12.12.5">0.822 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.12.12.5.1.m1.1"><semantics id="Sx3.T2.12.12.5.1.m1.1a"><mo id="Sx3.T2.12.12.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.12.12.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.12.12.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.12.12.5.1.m1.1.1.cmml" xref="Sx3.T2.12.12.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.12.12.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.12.12.5.1.m1.1d">±</annotation></semantics></math> 0.008</td> </tr> <tr class="ltx_tr" id="Sx3.T2.17.17"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.17.17.6">aes256</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.13.13.1">0.581 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.13.13.1.m1.1"><semantics id="Sx3.T2.13.13.1.m1.1a"><mo id="Sx3.T2.13.13.1.m1.1.1" xref="Sx3.T2.13.13.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.13.13.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.13.13.1.m1.1.1.cmml" xref="Sx3.T2.13.13.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.13.13.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.13.13.1.m1.1d">±</annotation></semantics></math> 0.151</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.14.14.2">-0.097 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.14.14.2.m1.1"><semantics id="Sx3.T2.14.14.2.m1.1a"><mo id="Sx3.T2.14.14.2.m1.1.1" xref="Sx3.T2.14.14.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.14.14.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.14.14.2.m1.1.1.cmml" xref="Sx3.T2.14.14.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.14.14.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.14.14.2.m1.1d">±</annotation></semantics></math> 0.306</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.15.15.3">0.067 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.15.15.3.m1.1"><semantics id="Sx3.T2.15.15.3.m1.1a"><mo id="Sx3.T2.15.15.3.m1.1.1" xref="Sx3.T2.15.15.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.15.15.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.15.15.3.m1.1.1.cmml" xref="Sx3.T2.15.15.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.15.15.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.15.15.3.m1.1d">±</annotation></semantics></math> 0.311</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.16.16.4">0.499 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.16.16.4.m1.1"><semantics id="Sx3.T2.16.16.4.m1.1a"><mo id="Sx3.T2.16.16.4.m1.1.1" xref="Sx3.T2.16.16.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.16.16.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.16.16.4.m1.1.1.cmml" xref="Sx3.T2.16.16.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.16.16.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.16.16.4.m1.1d">±</annotation></semantics></math> 0.102</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.17.17.5">0.937 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.17.17.5.1.m1.1"><semantics id="Sx3.T2.17.17.5.1.m1.1a"><mo id="Sx3.T2.17.17.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.17.17.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.17.17.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.17.17.5.1.m1.1.1.cmml" xref="Sx3.T2.17.17.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.17.17.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.17.17.5.1.m1.1d">±</annotation></semantics></math> 0.023</td> </tr> <tr class="ltx_tr" id="Sx3.T2.22.22"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.22.22.6">aes_cipher</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.18.18.1">0.020 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.18.18.1.m1.1"><semantics id="Sx3.T2.18.18.1.m1.1a"><mo id="Sx3.T2.18.18.1.m1.1.1" xref="Sx3.T2.18.18.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.18.18.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.18.18.1.m1.1.1.cmml" xref="Sx3.T2.18.18.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.18.18.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.18.18.1.m1.1d">±</annotation></semantics></math> 0.447</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.19.19.2">-0.438 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.19.19.2.m1.1"><semantics id="Sx3.T2.19.19.2.m1.1a"><mo id="Sx3.T2.19.19.2.m1.1.1" xref="Sx3.T2.19.19.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.19.19.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.19.19.2.m1.1.1.cmml" xref="Sx3.T2.19.19.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.19.19.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.19.19.2.m1.1d">±</annotation></semantics></math> 0.427</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.20.20.3">-0.162 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.20.20.3.m1.1"><semantics id="Sx3.T2.20.20.3.m1.1a"><mo id="Sx3.T2.20.20.3.m1.1.1" xref="Sx3.T2.20.20.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.20.20.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.20.20.3.m1.1.1.cmml" xref="Sx3.T2.20.20.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.20.20.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.20.20.3.m1.1d">±</annotation></semantics></math> 0.242</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.21.21.4">0.644 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.21.21.4.m1.1"><semantics id="Sx3.T2.21.21.4.m1.1a"><mo id="Sx3.T2.21.21.4.m1.1.1" xref="Sx3.T2.21.21.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.21.21.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.21.21.4.m1.1.1.cmml" xref="Sx3.T2.21.21.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.21.21.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.21.21.4.m1.1d">±</annotation></semantics></math> 0.123</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.22.22.5">0.967 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.22.22.5.1.m1.1"><semantics id="Sx3.T2.22.22.5.1.m1.1a"><mo id="Sx3.T2.22.22.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.22.22.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.22.22.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.22.22.5.1.m1.1.1.cmml" xref="Sx3.T2.22.22.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.22.22.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.22.22.5.1.m1.1d">±</annotation></semantics></math> 0.000</td> </tr> <tr class="ltx_tr" id="Sx3.T2.27.27"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.27.27.6">blabla</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.23.23.1">0.889 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.23.23.1.m1.1"><semantics id="Sx3.T2.23.23.1.m1.1a"><mo id="Sx3.T2.23.23.1.m1.1.1" xref="Sx3.T2.23.23.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.23.23.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.23.23.1.m1.1.1.cmml" xref="Sx3.T2.23.23.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.23.23.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.23.23.1.m1.1d">±</annotation></semantics></math> 0.073</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.24.24.2">0.679 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.24.24.2.m1.1"><semantics id="Sx3.T2.24.24.2.m1.1a"><mo id="Sx3.T2.24.24.2.m1.1.1" xref="Sx3.T2.24.24.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.24.24.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.24.24.2.m1.1.1.cmml" xref="Sx3.T2.24.24.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.24.24.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.24.24.2.m1.1d">±</annotation></semantics></math> 0.131</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.25.25.3">0.737 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.25.25.3.m1.1"><semantics id="Sx3.T2.25.25.3.m1.1a"><mo id="Sx3.T2.25.25.3.m1.1.1" xref="Sx3.T2.25.25.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.25.25.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.25.25.3.m1.1.1.cmml" xref="Sx3.T2.25.25.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.25.25.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.25.25.3.m1.1d">±</annotation></semantics></math> 0.122</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.26.26.4">0.958 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.26.26.4.m1.1"><semantics id="Sx3.T2.26.26.4.m1.1a"><mo id="Sx3.T2.26.26.4.m1.1.1" xref="Sx3.T2.26.26.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.26.26.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.26.26.4.m1.1.1.cmml" xref="Sx3.T2.26.26.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.26.26.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.26.26.4.m1.1d">±</annotation></semantics></math> 0.013</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.27.27.5">0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.27.27.5.1.m1.1"><semantics id="Sx3.T2.27.27.5.1.m1.1a"><mo id="Sx3.T2.27.27.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.27.27.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.27.27.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.27.27.5.1.m1.1.1.cmml" xref="Sx3.T2.27.27.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.27.27.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.27.27.5.1.m1.1d">±</annotation></semantics></math> 0.001</td> </tr> <tr class="ltx_tr" id="Sx3.T2.32.32"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.32.32.6">cic_decimator</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.28.28.1">0.719 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.28.28.1.m1.1"><semantics id="Sx3.T2.28.28.1.m1.1a"><mo id="Sx3.T2.28.28.1.m1.1.1" xref="Sx3.T2.28.28.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.28.28.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.28.28.1.m1.1.1.cmml" xref="Sx3.T2.28.28.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.28.28.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.28.28.1.m1.1d">±</annotation></semantics></math> 0.112</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.29.29.2">0.597 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.29.29.2.m1.1"><semantics id="Sx3.T2.29.29.2.m1.1a"><mo id="Sx3.T2.29.29.2.m1.1.1" xref="Sx3.T2.29.29.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.29.29.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.29.29.2.m1.1.1.cmml" xref="Sx3.T2.29.29.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.29.29.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.29.29.2.m1.1d">±</annotation></semantics></math> 0.163</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.30.30.3">0.589 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.30.30.3.m1.1"><semantics id="Sx3.T2.30.30.3.m1.1a"><mo id="Sx3.T2.30.30.3.m1.1.1" xref="Sx3.T2.30.30.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.30.30.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.30.30.3.m1.1.1.cmml" xref="Sx3.T2.30.30.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.30.30.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.30.30.3.m1.1d">±</annotation></semantics></math> 0.107</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.31.31.4">0.963 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.31.31.4.m1.1"><semantics id="Sx3.T2.31.31.4.m1.1a"><mo id="Sx3.T2.31.31.4.m1.1.1" xref="Sx3.T2.31.31.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.31.31.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.31.31.4.m1.1.1.cmml" xref="Sx3.T2.31.31.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.31.31.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.31.31.4.m1.1d">±</annotation></semantics></math> 0.014</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.32.32.5">0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.32.32.5.1.m1.1"><semantics id="Sx3.T2.32.32.5.1.m1.1a"><mo id="Sx3.T2.32.32.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.32.32.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.32.32.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.32.32.5.1.m1.1.1.cmml" xref="Sx3.T2.32.32.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.32.32.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.32.32.5.1.m1.1d">±</annotation></semantics></math> 0.000</td> </tr> <tr class="ltx_tr" id="Sx3.T2.37.37"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.37.37.6">des</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.33.33.1">0.924 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.33.33.1.m1.1"><semantics id="Sx3.T2.33.33.1.m1.1a"><mo id="Sx3.T2.33.33.1.m1.1.1" xref="Sx3.T2.33.33.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.33.33.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.33.33.1.m1.1.1.cmml" xref="Sx3.T2.33.33.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.33.33.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.33.33.1.m1.1d">±</annotation></semantics></math> 0.056</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.34.34.2">0.566 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.34.34.2.m1.1"><semantics id="Sx3.T2.34.34.2.m1.1a"><mo id="Sx3.T2.34.34.2.m1.1.1" xref="Sx3.T2.34.34.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.34.34.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.34.34.2.m1.1.1.cmml" xref="Sx3.T2.34.34.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.34.34.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.34.34.2.m1.1d">±</annotation></semantics></math> 0.225</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.35.35.3">0.776 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.35.35.3.m1.1"><semantics id="Sx3.T2.35.35.3.m1.1a"><mo id="Sx3.T2.35.35.3.m1.1.1" xref="Sx3.T2.35.35.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.35.35.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.35.35.3.m1.1.1.cmml" xref="Sx3.T2.35.35.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.35.35.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.35.35.3.m1.1d">±</annotation></semantics></math> 0.220</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.36.36.4">0.905 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.36.36.4.m1.1"><semantics id="Sx3.T2.36.36.4.m1.1a"><mo id="Sx3.T2.36.36.4.m1.1.1" xref="Sx3.T2.36.36.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.36.36.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.36.36.4.m1.1.1.cmml" xref="Sx3.T2.36.36.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.36.36.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.36.36.4.m1.1d">±</annotation></semantics></math> 0.058</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.37.37.5">0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.37.37.5.1.m1.1"><semantics id="Sx3.T2.37.37.5.1.m1.1a"><mo id="Sx3.T2.37.37.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.37.37.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.37.37.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.37.37.5.1.m1.1.1.cmml" xref="Sx3.T2.37.37.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.37.37.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.37.37.5.1.m1.1d">±</annotation></semantics></math> 0.001</td> </tr> <tr class="ltx_tr" id="Sx3.T2.42.42"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.42.42.6">genericfir</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.38.38.1">0.710 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.38.38.1.m1.1"><semantics id="Sx3.T2.38.38.1.m1.1a"><mo id="Sx3.T2.38.38.1.m1.1.1" xref="Sx3.T2.38.38.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.38.38.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.38.38.1.m1.1.1.cmml" xref="Sx3.T2.38.38.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.38.38.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.38.38.1.m1.1d">±</annotation></semantics></math> 0.122</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.39.39.2">-0.436 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.39.39.2.m1.1"><semantics id="Sx3.T2.39.39.2.m1.1a"><mo id="Sx3.T2.39.39.2.m1.1.1" xref="Sx3.T2.39.39.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.39.39.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.39.39.2.m1.1.1.cmml" xref="Sx3.T2.39.39.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.39.39.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.39.39.2.m1.1d">±</annotation></semantics></math> 0.733</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.40.40.3">0.503 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.40.40.3.m1.1"><semantics id="Sx3.T2.40.40.3.m1.1a"><mo id="Sx3.T2.40.40.3.m1.1.1" xref="Sx3.T2.40.40.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.40.40.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.40.40.3.m1.1.1.cmml" xref="Sx3.T2.40.40.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.40.40.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.40.40.3.m1.1d">±</annotation></semantics></math> 0.219</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.41.41.4">0.222 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.41.41.4.m1.1"><semantics id="Sx3.T2.41.41.4.m1.1a"><mo id="Sx3.T2.41.41.4.m1.1.1" xref="Sx3.T2.41.41.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.41.41.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.41.41.4.m1.1.1.cmml" xref="Sx3.T2.41.41.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.41.41.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.41.41.4.m1.1d">±</annotation></semantics></math> 0.123</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.42.42.5">0.871 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.42.42.5.1.m1.1"><semantics id="Sx3.T2.42.42.5.1.m1.1a"><mo id="Sx3.T2.42.42.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.42.42.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.42.42.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.42.42.5.1.m1.1.1.cmml" xref="Sx3.T2.42.42.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.42.42.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.42.42.5.1.m1.1d">±</annotation></semantics></math> 0.013</td> </tr> <tr class="ltx_tr" id="Sx3.T2.47.47"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.47.47.6">picorv32a</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.43.43.1">0.672 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.43.43.1.m1.1"><semantics id="Sx3.T2.43.43.1.m1.1a"><mo id="Sx3.T2.43.43.1.m1.1.1" xref="Sx3.T2.43.43.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.43.43.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.43.43.1.m1.1.1.cmml" xref="Sx3.T2.43.43.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.43.43.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.43.43.1.m1.1d">±</annotation></semantics></math> 0.096</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.44.44.2">0.239 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.44.44.2.m1.1"><semantics id="Sx3.T2.44.44.2.m1.1a"><mo id="Sx3.T2.44.44.2.m1.1.1" xref="Sx3.T2.44.44.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.44.44.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.44.44.2.m1.1.1.cmml" xref="Sx3.T2.44.44.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.44.44.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.44.44.2.m1.1d">±</annotation></semantics></math> 0.240</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.45.45.3">0.425 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.45.45.3.m1.1"><semantics id="Sx3.T2.45.45.3.m1.1a"><mo id="Sx3.T2.45.45.3.m1.1.1" xref="Sx3.T2.45.45.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.45.45.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.45.45.3.m1.1.1.cmml" xref="Sx3.T2.45.45.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.45.45.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.45.45.3.m1.1d">±</annotation></semantics></math> 0.169</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.46.46.4">0.839 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.46.46.4.m1.1"><semantics id="Sx3.T2.46.46.4.m1.1a"><mo id="Sx3.T2.46.46.4.m1.1.1" xref="Sx3.T2.46.46.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.46.46.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.46.46.4.m1.1.1.cmml" xref="Sx3.T2.46.46.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.46.46.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.46.46.4.m1.1d">±</annotation></semantics></math> 0.045</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.47.47.5">0.974 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.47.47.5.1.m1.1"><semantics id="Sx3.T2.47.47.5.1.m1.1a"><mo id="Sx3.T2.47.47.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.47.47.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.47.47.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.47.47.5.1.m1.1.1.cmml" xref="Sx3.T2.47.47.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.47.47.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.47.47.5.1.m1.1d">±</annotation></semantics></math> 0.007</td> </tr> <tr class="ltx_tr" id="Sx3.T2.52.52"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.52.52.6">salsa20</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.48.48.1">0.814 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.48.48.1.m1.1"><semantics id="Sx3.T2.48.48.1.m1.1a"><mo id="Sx3.T2.48.48.1.m1.1.1" xref="Sx3.T2.48.48.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.48.48.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.48.48.1.m1.1.1.cmml" xref="Sx3.T2.48.48.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.48.48.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.48.48.1.m1.1d">±</annotation></semantics></math> 0.066</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.49.49.2">0.530 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.49.49.2.m1.1"><semantics id="Sx3.T2.49.49.2.m1.1a"><mo id="Sx3.T2.49.49.2.m1.1.1" xref="Sx3.T2.49.49.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.49.49.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.49.49.2.m1.1.1.cmml" xref="Sx3.T2.49.49.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.49.49.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.49.49.2.m1.1d">±</annotation></semantics></math> 0.170</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.50.50.3">0.717 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.50.50.3.m1.1"><semantics id="Sx3.T2.50.50.3.m1.1a"><mo id="Sx3.T2.50.50.3.m1.1.1" xref="Sx3.T2.50.50.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.50.50.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.50.50.3.m1.1.1.cmml" xref="Sx3.T2.50.50.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.50.50.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.50.50.3.m1.1d">±</annotation></semantics></math> 0.073</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.51.51.4">0.792 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.51.51.4.m1.1"><semantics id="Sx3.T2.51.51.4.m1.1a"><mo id="Sx3.T2.51.51.4.m1.1.1" xref="Sx3.T2.51.51.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.51.51.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.51.51.4.m1.1.1.cmml" xref="Sx3.T2.51.51.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.51.51.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.51.51.4.m1.1d">±</annotation></semantics></math> 0.118</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.52.52.5">0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.52.52.5.1.m1.1"><semantics id="Sx3.T2.52.52.5.1.m1.1a"><mo id="Sx3.T2.52.52.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.52.52.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.52.52.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.52.52.5.1.m1.1.1.cmml" xref="Sx3.T2.52.52.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.52.52.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.52.52.5.1.m1.1d">±</annotation></semantics></math> 0.002</td> </tr> <tr class="ltx_tr" id="Sx3.T2.57.57"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.57.57.6">usb</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.53.53.1">0.747 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.53.53.1.m1.1"><semantics id="Sx3.T2.53.53.1.m1.1a"><mo id="Sx3.T2.53.53.1.m1.1.1" xref="Sx3.T2.53.53.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.53.53.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.53.53.1.m1.1.1.cmml" xref="Sx3.T2.53.53.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.53.53.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.53.53.1.m1.1d">±</annotation></semantics></math> 0.088</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.54.54.2">0.678 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.54.54.2.m1.1"><semantics id="Sx3.T2.54.54.2.m1.1a"><mo id="Sx3.T2.54.54.2.m1.1.1" xref="Sx3.T2.54.54.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.54.54.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.54.54.2.m1.1.1.cmml" xref="Sx3.T2.54.54.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.54.54.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.54.54.2.m1.1d">±</annotation></semantics></math> 0.115</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.55.55.3">0.607 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.55.55.3.m1.1"><semantics id="Sx3.T2.55.55.3.m1.1a"><mo id="Sx3.T2.55.55.3.m1.1.1" xref="Sx3.T2.55.55.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.55.55.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.55.55.3.m1.1.1.cmml" xref="Sx3.T2.55.55.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.55.55.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.55.55.3.m1.1d">±</annotation></semantics></math> 0.118</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.56.56.4">0.934 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.56.56.4.m1.1"><semantics id="Sx3.T2.56.56.4.m1.1a"><mo id="Sx3.T2.56.56.4.m1.1.1" xref="Sx3.T2.56.56.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.56.56.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.56.56.4.m1.1.1.cmml" xref="Sx3.T2.56.56.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.56.56.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.56.56.4.m1.1d">±</annotation></semantics></math> 0.035</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.57.57.5">0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.57.57.5.1.m1.1"><semantics id="Sx3.T2.57.57.5.1.m1.1a"><mo id="Sx3.T2.57.57.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.57.57.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.57.57.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.57.57.5.1.m1.1.1.cmml" xref="Sx3.T2.57.57.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.57.57.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.57.57.5.1.m1.1d">±</annotation></semantics></math> 0.000</td> </tr> <tr class="ltx_tr" id="Sx3.T2.62.62"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.62.62.6">usb_cdc_core</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.58.58.1">0.793 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.58.58.1.m1.1"><semantics id="Sx3.T2.58.58.1.m1.1a"><mo id="Sx3.T2.58.58.1.m1.1.1" xref="Sx3.T2.58.58.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.58.58.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.58.58.1.m1.1.1.cmml" xref="Sx3.T2.58.58.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.58.58.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.58.58.1.m1.1d">±</annotation></semantics></math> 0.095</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.59.59.2">0.502 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.59.59.2.m1.1"><semantics id="Sx3.T2.59.59.2.m1.1a"><mo id="Sx3.T2.59.59.2.m1.1.1" xref="Sx3.T2.59.59.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.59.59.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.59.59.2.m1.1.1.cmml" xref="Sx3.T2.59.59.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.59.59.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.59.59.2.m1.1d">±</annotation></semantics></math> 0.212</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.60.60.3">0.563 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.60.60.3.m1.1"><semantics id="Sx3.T2.60.60.3.m1.1a"><mo id="Sx3.T2.60.60.3.m1.1.1" xref="Sx3.T2.60.60.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.60.60.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.60.60.3.m1.1.1.cmml" xref="Sx3.T2.60.60.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.60.60.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.60.60.3.m1.1d">±</annotation></semantics></math> 0.177</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.61.61.4">0.961 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.61.61.4.m1.1"><semantics id="Sx3.T2.61.61.4.m1.1a"><mo id="Sx3.T2.61.61.4.m1.1.1" xref="Sx3.T2.61.61.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.61.61.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.61.61.4.m1.1.1.cmml" xref="Sx3.T2.61.61.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.61.61.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.61.61.4.m1.1d">±</annotation></semantics></math> 0.008</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.62.62.5">0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.62.62.5.1.m1.1"><semantics id="Sx3.T2.62.62.5.1.m1.1a"><mo id="Sx3.T2.62.62.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.62.62.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.62.62.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.62.62.5.1.m1.1.1.cmml" xref="Sx3.T2.62.62.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.62.62.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.62.62.5.1.m1.1d">±</annotation></semantics></math> 0.001</td> </tr> <tr class="ltx_tr" id="Sx3.T2.67.67"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.67.67.6">wbqspiflash</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.63.63.1">0.742 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.63.63.1.m1.1"><semantics id="Sx3.T2.63.63.1.m1.1a"><mo id="Sx3.T2.63.63.1.m1.1.1" xref="Sx3.T2.63.63.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.63.63.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.63.63.1.m1.1.1.cmml" xref="Sx3.T2.63.63.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.63.63.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.63.63.1.m1.1d">±</annotation></semantics></math> 0.091</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.64.64.2">0.613 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.64.64.2.m1.1"><semantics id="Sx3.T2.64.64.2.m1.1a"><mo id="Sx3.T2.64.64.2.m1.1.1" xref="Sx3.T2.64.64.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.64.64.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.64.64.2.m1.1.1.cmml" xref="Sx3.T2.64.64.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.64.64.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.64.64.2.m1.1d">±</annotation></semantics></math> 0.131</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.65.65.3">0.522 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.65.65.3.m1.1"><semantics id="Sx3.T2.65.65.3.m1.1a"><mo id="Sx3.T2.65.65.3.m1.1.1" xref="Sx3.T2.65.65.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.65.65.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.65.65.3.m1.1.1.cmml" xref="Sx3.T2.65.65.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.65.65.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.65.65.3.m1.1d">±</annotation></semantics></math> 0.136</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.66.66.4">0.956 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.66.66.4.m1.1"><semantics id="Sx3.T2.66.66.4.m1.1a"><mo id="Sx3.T2.66.66.4.m1.1.1" xref="Sx3.T2.66.66.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.66.66.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.66.66.4.m1.1.1.cmml" xref="Sx3.T2.66.66.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.66.66.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.66.66.4.m1.1d">±</annotation></semantics></math> 0.013</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.67.67.5">0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.67.67.5.1.m1.1"><semantics id="Sx3.T2.67.67.5.1.m1.1a"><mo id="Sx3.T2.67.67.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.67.67.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.67.67.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.67.67.5.1.m1.1.1.cmml" xref="Sx3.T2.67.67.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.67.67.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.67.67.5.1.m1.1d">±</annotation></semantics></math> 0.002</td> </tr> <tr class="ltx_tr" id="Sx3.T2.72.72"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.72.72.6">zipdiv</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.68.68.1">0.822 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.68.68.1.m1.1"><semantics id="Sx3.T2.68.68.1.m1.1a"><mo id="Sx3.T2.68.68.1.m1.1.1" xref="Sx3.T2.68.68.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.68.68.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.68.68.1.m1.1.1.cmml" xref="Sx3.T2.68.68.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.68.68.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.68.68.1.m1.1d">±</annotation></semantics></math> 0.070</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.69.69.2">0.703 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.69.69.2.m1.1"><semantics id="Sx3.T2.69.69.2.m1.1a"><mo id="Sx3.T2.69.69.2.m1.1.1" xref="Sx3.T2.69.69.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.69.69.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.69.69.2.m1.1.1.cmml" xref="Sx3.T2.69.69.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.69.69.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.69.69.2.m1.1d">±</annotation></semantics></math> 0.129</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.70.70.3">0.593 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.70.70.3.m1.1"><semantics id="Sx3.T2.70.70.3.m1.1a"><mo id="Sx3.T2.70.70.3.m1.1.1" xref="Sx3.T2.70.70.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.70.70.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.70.70.3.m1.1.1.cmml" xref="Sx3.T2.70.70.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.70.70.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.70.70.3.m1.1d">±</annotation></semantics></math> 0.188</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.71.71.4">0.971 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.71.71.4.m1.1"><semantics id="Sx3.T2.71.71.4.m1.1a"><mo id="Sx3.T2.71.71.4.m1.1.1" xref="Sx3.T2.71.71.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.71.71.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.71.71.4.m1.1.1.cmml" xref="Sx3.T2.71.71.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.71.71.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.71.71.4.m1.1d">±</annotation></semantics></math> 0.011</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.72.72.5">0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.72.72.5.1.m1.1"><semantics id="Sx3.T2.72.72.5.1.m1.1a"><mo id="Sx3.T2.72.72.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.72.72.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.72.72.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.72.72.5.1.m1.1.1.cmml" xref="Sx3.T2.72.72.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.72.72.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.72.72.5.1.m1.1d">±</annotation></semantics></math> 0.001</td> </tr> <tr class="ltx_tr" id="Sx3.T2.77.77"> <td class="ltx_td ltx_align_left ltx_border_t" id="Sx3.T2.77.77.6" rowspan="7">test</td> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_t" id="Sx3.T2.77.77.7">aes192</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.73.73.1">-0.017 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.73.73.1.m1.1"><semantics id="Sx3.T2.73.73.1.m1.1a"><mo id="Sx3.T2.73.73.1.m1.1.1" xref="Sx3.T2.73.73.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.73.73.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.73.73.1.m1.1.1.cmml" xref="Sx3.T2.73.73.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.73.73.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.73.73.1.m1.1d">±</annotation></semantics></math> 0.188</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.74.74.2">-0.727 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.74.74.2.m1.1"><semantics id="Sx3.T2.74.74.2.m1.1a"><mo id="Sx3.T2.74.74.2.m1.1.1" xref="Sx3.T2.74.74.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.74.74.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.74.74.2.m1.1.1.cmml" xref="Sx3.T2.74.74.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.74.74.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.74.74.2.m1.1d">±</annotation></semantics></math> 0.173</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.75.75.3">-0.048 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.75.75.3.m1.1"><semantics id="Sx3.T2.75.75.3.m1.1a"><mo id="Sx3.T2.75.75.3.m1.1.1" xref="Sx3.T2.75.75.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.75.75.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.75.75.3.m1.1.1.cmml" xref="Sx3.T2.75.75.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.75.75.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.75.75.3.m1.1d">±</annotation></semantics></math> 0.352</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.76.76.4">0.384 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.76.76.4.m1.1"><semantics id="Sx3.T2.76.76.4.m1.1a"><mo id="Sx3.T2.76.76.4.m1.1.1" xref="Sx3.T2.76.76.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.76.76.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.76.76.4.m1.1.1.cmml" xref="Sx3.T2.76.76.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.76.76.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.76.76.4.m1.1d">±</annotation></semantics></math> 0.205</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.77.77.5">0.937 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.77.77.5.1.m1.1"><semantics id="Sx3.T2.77.77.5.1.m1.1a"><mo id="Sx3.T2.77.77.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.77.77.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.77.77.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.77.77.5.1.m1.1.1.cmml" xref="Sx3.T2.77.77.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.77.77.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.77.77.5.1.m1.1d">±</annotation></semantics></math> 0.009</td> </tr> <tr class="ltx_tr" id="Sx3.T2.82.82"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.82.82.6">jpeg_encoder</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.78.78.1">0.056 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.78.78.1.m1.1"><semantics id="Sx3.T2.78.78.1.m1.1a"><mo id="Sx3.T2.78.78.1.m1.1.1" xref="Sx3.T2.78.78.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.78.78.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.78.78.1.m1.1.1.cmml" xref="Sx3.T2.78.78.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.78.78.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.78.78.1.m1.1d">±</annotation></semantics></math> 0.080</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.79.79.2">-2.859 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.79.79.2.m1.1"><semantics id="Sx3.T2.79.79.2.m1.1a"><mo id="Sx3.T2.79.79.2.m1.1.1" xref="Sx3.T2.79.79.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.79.79.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.79.79.2.m1.1.1.cmml" xref="Sx3.T2.79.79.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.79.79.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.79.79.2.m1.1d">±</annotation></semantics></math> 0.667</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.80.80.3">-0.285 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.80.80.3.m1.1"><semantics id="Sx3.T2.80.80.3.m1.1a"><mo id="Sx3.T2.80.80.3.m1.1.1" xref="Sx3.T2.80.80.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.80.80.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.80.80.3.m1.1.1.cmml" xref="Sx3.T2.80.80.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.80.80.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.80.80.3.m1.1d">±</annotation></semantics></math> 0.198</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.81.81.4">0.478 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.81.81.4.m1.1"><semantics id="Sx3.T2.81.81.4.m1.1a"><mo id="Sx3.T2.81.81.4.m1.1.1" xref="Sx3.T2.81.81.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.81.81.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.81.81.4.m1.1.1.cmml" xref="Sx3.T2.81.81.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.81.81.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.81.81.4.m1.1d">±</annotation></semantics></math> 0.131</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.82.82.5">0.764 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.82.82.5.1.m1.1"><semantics id="Sx3.T2.82.82.5.1.m1.1a"><mo id="Sx3.T2.82.82.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.82.82.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.82.82.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.82.82.5.1.m1.1.1.cmml" xref="Sx3.T2.82.82.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.82.82.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.82.82.5.1.m1.1d">±</annotation></semantics></math> 0.010</td> </tr> <tr class="ltx_tr" id="Sx3.T2.87.87"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.87.87.6">spm</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.83.83.1">-0.247 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.83.83.1.m1.1"><semantics id="Sx3.T2.83.83.1.m1.1a"><mo id="Sx3.T2.83.83.1.m1.1.1" xref="Sx3.T2.83.83.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.83.83.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.83.83.1.m1.1.1.cmml" xref="Sx3.T2.83.83.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.83.83.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.83.83.1.m1.1d">±</annotation></semantics></math> 0.309</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.84.84.2">-0.474 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.84.84.2.m1.1"><semantics id="Sx3.T2.84.84.2.m1.1a"><mo id="Sx3.T2.84.84.2.m1.1.1" xref="Sx3.T2.84.84.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.84.84.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.84.84.2.m1.1.1.cmml" xref="Sx3.T2.84.84.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.84.84.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.84.84.2.m1.1d">±</annotation></semantics></math> 0.134</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.85.85.3">0.040 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.85.85.3.m1.1"><semantics id="Sx3.T2.85.85.3.m1.1a"><mo id="Sx3.T2.85.85.3.m1.1.1" xref="Sx3.T2.85.85.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.85.85.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.85.85.3.m1.1.1.cmml" xref="Sx3.T2.85.85.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.85.85.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.85.85.3.m1.1d">±</annotation></semantics></math> 0.161</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.86.86.4">0.802 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.86.86.4.m1.1"><semantics id="Sx3.T2.86.86.4.m1.1a"><mo id="Sx3.T2.86.86.4.m1.1.1" xref="Sx3.T2.86.86.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.86.86.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.86.86.4.m1.1.1.cmml" xref="Sx3.T2.86.86.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.86.86.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.86.86.4.m1.1d">±</annotation></semantics></math> 0.083</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.87.87.5">0.985 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.87.87.5.1.m1.1"><semantics id="Sx3.T2.87.87.5.1.m1.1a"><mo id="Sx3.T2.87.87.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.87.87.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.87.87.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.87.87.5.1.m1.1.1.cmml" xref="Sx3.T2.87.87.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.87.87.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.87.87.5.1.m1.1d">±</annotation></semantics></math> 0.006</td> </tr> <tr class="ltx_tr" id="Sx3.T2.92.92"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.92.92.6">synth_ram</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.88.88.1">-0.913 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.88.88.1.m1.1"><semantics id="Sx3.T2.88.88.1.m1.1a"><mo id="Sx3.T2.88.88.1.m1.1.1" xref="Sx3.T2.88.88.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.88.88.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.88.88.1.m1.1.1.cmml" xref="Sx3.T2.88.88.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.88.88.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.88.88.1.m1.1d">±</annotation></semantics></math> 0.031</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.89.89.2">-1.078 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.89.89.2.m1.1"><semantics id="Sx3.T2.89.89.2.m1.1a"><mo id="Sx3.T2.89.89.2.m1.1.1" xref="Sx3.T2.89.89.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.89.89.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.89.89.2.m1.1.1.cmml" xref="Sx3.T2.89.89.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.89.89.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.89.89.2.m1.1d">±</annotation></semantics></math> 0.025</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.90.90.3">-1.007 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.90.90.3.m1.1"><semantics id="Sx3.T2.90.90.3.m1.1a"><mo id="Sx3.T2.90.90.3.m1.1.1" xref="Sx3.T2.90.90.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.90.90.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.90.90.3.m1.1.1.cmml" xref="Sx3.T2.90.90.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.90.90.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.90.90.3.m1.1d">±</annotation></semantics></math> 0.162</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.91.91.4">0.735 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.91.91.4.m1.1"><semantics id="Sx3.T2.91.91.4.m1.1a"><mo id="Sx3.T2.91.91.4.m1.1.1" xref="Sx3.T2.91.91.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.91.91.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.91.91.4.m1.1.1.cmml" xref="Sx3.T2.91.91.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.91.91.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.91.91.4.m1.1d">±</annotation></semantics></math> 0.079</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.92.92.5">0.977 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.92.92.5.1.m1.1"><semantics id="Sx3.T2.92.92.5.1.m1.1a"><mo id="Sx3.T2.92.92.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.92.92.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.92.92.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.92.92.5.1.m1.1.1.cmml" xref="Sx3.T2.92.92.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.92.92.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.92.92.5.1.m1.1d">±</annotation></semantics></math> 0.008</td> </tr> <tr class="ltx_tr" id="Sx3.T2.97.97"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.97.97.6">usbf_device</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.93.93.1">-0.215 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.93.93.1.m1.1"><semantics id="Sx3.T2.93.93.1.m1.1a"><mo id="Sx3.T2.93.93.1.m1.1.1" xref="Sx3.T2.93.93.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.93.93.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.93.93.1.m1.1.1.cmml" xref="Sx3.T2.93.93.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.93.93.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.93.93.1.m1.1d">±</annotation></semantics></math> 0.065</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.94.94.2">-0.946 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.94.94.2.m1.1"><semantics id="Sx3.T2.94.94.2.m1.1a"><mo id="Sx3.T2.94.94.2.m1.1.1" xref="Sx3.T2.94.94.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.94.94.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.94.94.2.m1.1.1.cmml" xref="Sx3.T2.94.94.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.94.94.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.94.94.2.m1.1d">±</annotation></semantics></math> 0.146</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.95.95.3">-0.133 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.95.95.3.m1.1"><semantics id="Sx3.T2.95.95.3.m1.1a"><mo id="Sx3.T2.95.95.3.m1.1.1" xref="Sx3.T2.95.95.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.95.95.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.95.95.3.m1.1.1.cmml" xref="Sx3.T2.95.95.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.95.95.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.95.95.3.m1.1d">±</annotation></semantics></math> 0.094</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.96.96.4">0.347 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.96.96.4.m1.1"><semantics id="Sx3.T2.96.96.4.m1.1a"><mo id="Sx3.T2.96.96.4.m1.1.1" xref="Sx3.T2.96.96.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.96.96.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.96.96.4.m1.1.1.cmml" xref="Sx3.T2.96.96.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.96.96.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.96.96.4.m1.1d">±</annotation></semantics></math> 0.119</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.97.97.5">0.949 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.97.97.5.1.m1.1"><semantics id="Sx3.T2.97.97.5.1.m1.1a"><mo id="Sx3.T2.97.97.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.97.97.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.97.97.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.97.97.5.1.m1.1.1.cmml" xref="Sx3.T2.97.97.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.97.97.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.97.97.5.1.m1.1d">±</annotation></semantics></math> 0.002</td> </tr> <tr class="ltx_tr" id="Sx3.T2.102.102"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.102.102.6">xtea</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.98.98.1">0.210 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.98.98.1.m1.1"><semantics id="Sx3.T2.98.98.1.m1.1a"><mo id="Sx3.T2.98.98.1.m1.1.1" xref="Sx3.T2.98.98.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.98.98.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.98.98.1.m1.1.1.cmml" xref="Sx3.T2.98.98.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.98.98.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.98.98.1.m1.1d">±</annotation></semantics></math> 0.044</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.99.99.2">-0.055 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.99.99.2.m1.1"><semantics id="Sx3.T2.99.99.2.m1.1a"><mo id="Sx3.T2.99.99.2.m1.1.1" xref="Sx3.T2.99.99.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.99.99.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.99.99.2.m1.1.1.cmml" xref="Sx3.T2.99.99.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.99.99.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.99.99.2.m1.1d">±</annotation></semantics></math> 0.091</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.100.100.3">0.099 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.100.100.3.m1.1"><semantics id="Sx3.T2.100.100.3.m1.1a"><mo id="Sx3.T2.100.100.3.m1.1.1" xref="Sx3.T2.100.100.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.100.100.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.100.100.3.m1.1.1.cmml" xref="Sx3.T2.100.100.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.100.100.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.100.100.3.m1.1d">±</annotation></semantics></math> 0.181</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.101.101.4">0.888 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.101.101.4.m1.1"><semantics id="Sx3.T2.101.101.4.m1.1a"><mo id="Sx3.T2.101.101.4.m1.1.1" xref="Sx3.T2.101.101.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.101.101.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.101.101.4.m1.1.1.cmml" xref="Sx3.T2.101.101.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.101.101.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.101.101.4.m1.1d">±</annotation></semantics></math> 0.062</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.102.102.5">0.985 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.102.102.5.1.m1.1"><semantics id="Sx3.T2.102.102.5.1.m1.1a"><mo id="Sx3.T2.102.102.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.102.102.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.102.102.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.102.102.5.1.m1.1.1.cmml" xref="Sx3.T2.102.102.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.102.102.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.102.102.5.1.m1.1d">±</annotation></semantics></math> 0.000</td> </tr> <tr class="ltx_tr" id="Sx3.T2.107.107"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T2.107.107.6">y_huff</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.103.103.1">-0.235 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.103.103.1.m1.1"><semantics id="Sx3.T2.103.103.1.m1.1a"><mo id="Sx3.T2.103.103.1.m1.1.1" xref="Sx3.T2.103.103.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.103.103.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.103.103.1.m1.1.1.cmml" xref="Sx3.T2.103.103.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.103.103.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.103.103.1.m1.1d">±</annotation></semantics></math> 0.450</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.104.104.2">-0.481 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.104.104.2.m1.1"><semantics id="Sx3.T2.104.104.2.m1.1a"><mo id="Sx3.T2.104.104.2.m1.1.1" xref="Sx3.T2.104.104.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.104.104.2.m1.1b"><csymbol cd="latexml" id="Sx3.T2.104.104.2.m1.1.1.cmml" xref="Sx3.T2.104.104.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.104.104.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.104.104.2.m1.1d">±</annotation></semantics></math> 0.114</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.105.105.3">-1.034 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.105.105.3.m1.1"><semantics id="Sx3.T2.105.105.3.m1.1a"><mo id="Sx3.T2.105.105.3.m1.1.1" xref="Sx3.T2.105.105.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.105.105.3.m1.1b"><csymbol cd="latexml" id="Sx3.T2.105.105.3.m1.1.1.cmml" xref="Sx3.T2.105.105.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.105.105.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.105.105.3.m1.1d">±</annotation></semantics></math> 0.999</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.106.106.4">0.490 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.106.106.4.m1.1"><semantics id="Sx3.T2.106.106.4.m1.1a"><mo id="Sx3.T2.106.106.4.m1.1.1" xref="Sx3.T2.106.106.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.106.106.4.m1.1b"><csymbol cd="latexml" id="Sx3.T2.106.106.4.m1.1.1.cmml" xref="Sx3.T2.106.106.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.106.106.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.106.106.4.m1.1d">±</annotation></semantics></math> 0.146</td> <td class="ltx_td ltx_align_center" id="Sx3.T2.107.107.5">0.931 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx3.T2.107.107.5.1.m1.1"><semantics id="Sx3.T2.107.107.5.1.m1.1a"><mo id="Sx3.T2.107.107.5.1.m1.1.1" mathvariant="normal" xref="Sx3.T2.107.107.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx3.T2.107.107.5.1.m1.1b"><csymbol cd="latexml" id="Sx3.T2.107.107.5.1.m1.1.1.cmml" xref="Sx3.T2.107.107.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T2.107.107.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx3.T2.107.107.5.1.m1.1d">±</annotation></semantics></math> 0.029</td> </tr> <tr class="ltx_tr" id="Sx3.T2.107.109"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" colspan="2" id="Sx3.T2.107.109.1">Avg. train</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.107.109.2">0.689</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.107.109.3">0.303</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.107.109.4">0.471</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.107.109.5">0.733</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T2.107.109.6">0.966</td> </tr> <tr class="ltx_tr" id="Sx3.T2.107.110"> <td class="ltx_td ltx_align_center ltx_border_bb ltx_border_r" colspan="2" id="Sx3.T2.107.110.1">Avg. test</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T2.107.110.2">-0.195</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T2.107.110.3">-0.946</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T2.107.110.4">-0.338</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T2.107.110.5">0.589</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T2.107.110.6">0.933</td> </tr> </table> <figcaption class="ltx_caption ltx_centering">Table 2: Slack prediction with <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx3.T2.109.m1.1"><semantics id="Sx3.T2.109.m1.1b"><msubsup id="Sx3.T2.109.m1.1.1" xref="Sx3.T2.109.m1.1.1.cmml"><mi id="Sx3.T2.109.m1.1.1.2.2" xref="Sx3.T2.109.m1.1.1.2.2.cmml">R</mi><mrow id="Sx3.T2.109.m1.1.1.2.3" xref="Sx3.T2.109.m1.1.1.2.3.cmml"><mi id="Sx3.T2.109.m1.1.1.2.3.2" xref="Sx3.T2.109.m1.1.1.2.3.2.cmml">u</mi><mo id="Sx3.T2.109.m1.1.1.2.3.1" xref="Sx3.T2.109.m1.1.1.2.3.1.cmml">⁢</mo><mi id="Sx3.T2.109.m1.1.1.2.3.3" xref="Sx3.T2.109.m1.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx3.T2.109.m1.1.1.3" xref="Sx3.T2.109.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx3.T2.109.m1.1c"><apply id="Sx3.T2.109.m1.1.1.cmml" xref="Sx3.T2.109.m1.1.1"><csymbol cd="ambiguous" id="Sx3.T2.109.m1.1.1.1.cmml" xref="Sx3.T2.109.m1.1.1">superscript</csymbol><apply id="Sx3.T2.109.m1.1.1.2.cmml" xref="Sx3.T2.109.m1.1.1"><csymbol cd="ambiguous" id="Sx3.T2.109.m1.1.1.2.1.cmml" xref="Sx3.T2.109.m1.1.1">subscript</csymbol><ci id="Sx3.T2.109.m1.1.1.2.2.cmml" xref="Sx3.T2.109.m1.1.1.2.2">𝑅</ci><apply id="Sx3.T2.109.m1.1.1.2.3.cmml" xref="Sx3.T2.109.m1.1.1.2.3"><times id="Sx3.T2.109.m1.1.1.2.3.1.cmml" xref="Sx3.T2.109.m1.1.1.2.3.1"></times><ci id="Sx3.T2.109.m1.1.1.2.3.2.cmml" 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Experiments are implemented on 5 different seeds. </figcaption> </figure> <div class="ltx_para" id="Sx3.SSx4.p3"> Finally, we build our PreRoutGNN (Pre-Routing estimation GNN), which consists of stacked residual local learning-based GCN layers and a attention-based propagation layer. Extracted node embedding, graph embedding from pre-trained auto-encoder and multi-frequency level encoding are concatenated to the original node features. Graph is firstly fed into stacked GCN layers. For the forward process of attention-based propagation layer, we apply topological sorting on the circuit graph to calculate the order of each node and select nodes with the same order as a level. We feed this single level into the attention-based propagation layer, and calculate AT for its vertices. Note that we feed each level into attention-based propagation layer with ascending order, ensuring that when calculating AT of current level of nodes, AT of all their predecessors have already been calculated. Nodes belonging to the same level are updated first, followed by nodes of next order until to the last. This process realizes the asynchronous calculation of AT for each node, enabling the signal propagation along timing paths. Our model predicts AT as a main task, with slew, net delay and cell delay prediction as auxiliary tasks following <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite>. Complete pipeline is shown in Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx1.F2" title="Figure 2 ‣ Introduction ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">2</a>. </div> <div class="ltx_para" id="Sx3.SSx4.p4"> The total loss for second stage is as follows: <table class="ltx_equationgroup ltx_eqn_table" id="Sx3.E7"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E7X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathcal{L}_{AS}" class="ltx_Math" display="inline" id="Sx3.E7X.2.1.1.m1.1"><semantics id="Sx3.E7X.2.1.1.m1.1a"><msub id="Sx3.E7X.2.1.1.m1.1.1" xref="Sx3.E7X.2.1.1.m1.1.1.cmml"><mi class="ltx_font_mathcaligraphic" id="Sx3.E7X.2.1.1.m1.1.1.2" xref="Sx3.E7X.2.1.1.m1.1.1.2.cmml">ℒ</mi><mrow id="Sx3.E7X.2.1.1.m1.1.1.3" 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id="Sx3.E7X.2.1.1.m1.1c">\displaystyle\mathcal{L}_{AS}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7X.2.1.1.m1.1d">caligraphic_L start_POSTSUBSCRIPT italic_A italic_S end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\lVert M^{\psi_{2}}_{AS}(M^{\psi_{1}}(g,\mathbf{X},E_{\theta}(g,% \mathbf{X})))-AS\rVert_{2}^{2}" class="ltx_Math" display="inline" id="Sx3.E7X.3.2.2.m1.5"><semantics id="Sx3.E7X.3.2.2.m1.5a"><mrow id="Sx3.E7X.3.2.2.m1.5.5" xref="Sx3.E7X.3.2.2.m1.5.5.cmml"><mi id="Sx3.E7X.3.2.2.m1.5.5.3" xref="Sx3.E7X.3.2.2.m1.5.5.3.cmml"></mi><mo id="Sx3.E7X.3.2.2.m1.5.5.2" rspace="0.1389em" xref="Sx3.E7X.3.2.2.m1.5.5.2.cmml">=</mo><msubsup id="Sx3.E7X.3.2.2.m1.5.5.1" xref="Sx3.E7X.3.2.2.m1.5.5.1.cmml"><mrow id="Sx3.E7X.3.2.2.m1.5.5.1.1.1.1" xref="Sx3.E7X.3.2.2.m1.5.5.1.1.1.2.cmml"><mo fence="true" id="Sx3.E7X.3.2.2.m1.5.5.1.1.1.1.2" lspace="0.1389em" rspace="0em" 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xref="Sx3.E7X.3.2.2.m1.5.5.1.1.1.1.1.3.2">𝐴</ci><ci id="Sx3.E7X.3.2.2.m1.5.5.1.1.1.1.1.3.3.cmml" xref="Sx3.E7X.3.2.2.m1.5.5.1.1.1.1.1.3.3">𝑆</ci></apply></apply></apply><cn id="Sx3.E7X.3.2.2.m1.5.5.1.1.3.cmml" type="integer" xref="Sx3.E7X.3.2.2.m1.5.5.1.1.3">2</cn></apply><cn id="Sx3.E7X.3.2.2.m1.5.5.1.3.cmml" type="integer" xref="Sx3.E7X.3.2.2.m1.5.5.1.3">2</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E7X.3.2.2.m1.5c">\displaystyle=\lVert M^{\psi_{2}}_{AS}(M^{\psi_{1}}(g,\mathbf{X},E_{\theta}(g,% \mathbf{X})))-AS\rVert_{2}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7X.3.2.2.m1.5d">= ∥ italic_M start_POSTSUPERSCRIPT italic_ψ start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_A italic_S end_POSTSUBSCRIPT ( italic_M start_POSTSUPERSCRIPT italic_ψ start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT ( italic_g , bold_X , italic_E start_POSTSUBSCRIPT italic_θ end_POSTSUBSCRIPT ( italic_g , bold_X ) ) ) - italic_A italic_S ∥ start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="4">(7)</td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E7Xa"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathcal{L}_{CD}" class="ltx_Math" display="inline" id="Sx3.E7Xa.2.1.1.m1.1"><semantics id="Sx3.E7Xa.2.1.1.m1.1a"><msub id="Sx3.E7Xa.2.1.1.m1.1.1" xref="Sx3.E7Xa.2.1.1.m1.1.1.cmml"><mi class="ltx_font_mathcaligraphic" id="Sx3.E7Xa.2.1.1.m1.1.1.2" xref="Sx3.E7Xa.2.1.1.m1.1.1.2.cmml">ℒ</mi><mrow id="Sx3.E7Xa.2.1.1.m1.1.1.3" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.cmml"><mi id="Sx3.E7Xa.2.1.1.m1.1.1.3.2" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.2.cmml">C</mi><mo id="Sx3.E7Xa.2.1.1.m1.1.1.3.1" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.E7Xa.2.1.1.m1.1.1.3.3" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.3.cmml">D</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="Sx3.E7Xa.2.1.1.m1.1b"><apply id="Sx3.E7Xa.2.1.1.m1.1.1.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.E7Xa.2.1.1.m1.1.1.1.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1">subscript</csymbol><ci id="Sx3.E7Xa.2.1.1.m1.1.1.2.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1.2">ℒ</ci><apply id="Sx3.E7Xa.2.1.1.m1.1.1.3.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1.3"><times id="Sx3.E7Xa.2.1.1.m1.1.1.3.1.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.1"></times><ci id="Sx3.E7Xa.2.1.1.m1.1.1.3.2.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.2">𝐶</ci><ci id="Sx3.E7Xa.2.1.1.m1.1.1.3.3.cmml" xref="Sx3.E7Xa.2.1.1.m1.1.1.3.3">𝐷</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E7Xa.2.1.1.m1.1c">\displaystyle\mathcal{L}_{CD}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7Xa.2.1.1.m1.1d">caligraphic_L start_POSTSUBSCRIPT italic_C italic_D end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\lVert M^{\psi_{3}}_{CD}(M^{\psi_{1}}(g,\mathbf{X},E_{\theta}(g,% \mathbf{X})))-CD\rVert_{2}^{2}" class="ltx_Math" display="inline" id="Sx3.E7Xa.3.2.2.m1.5"><semantics id="Sx3.E7Xa.3.2.2.m1.5a"><mrow id="Sx3.E7Xa.3.2.2.m1.5.5" xref="Sx3.E7Xa.3.2.2.m1.5.5.cmml"><mi id="Sx3.E7Xa.3.2.2.m1.5.5.3" xref="Sx3.E7Xa.3.2.2.m1.5.5.3.cmml"></mi><mo id="Sx3.E7Xa.3.2.2.m1.5.5.2" rspace="0.1389em" xref="Sx3.E7Xa.3.2.2.m1.5.5.2.cmml">=</mo><msubsup id="Sx3.E7Xa.3.2.2.m1.5.5.1" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.cmml"><mrow id="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.1" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.2.cmml"><mo fence="true" id="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.1.2" lspace="0.1389em" rspace="0em" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.2.1.cmml">∥</mo><mrow id="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.1.1" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.1.1.cmml"><mrow 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id="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.1.1.3.3.cmml" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.1.1.1.1.3.3">𝐷</ci></apply></apply></apply><cn id="Sx3.E7Xa.3.2.2.m1.5.5.1.1.3.cmml" type="integer" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.1.3">2</cn></apply><cn id="Sx3.E7Xa.3.2.2.m1.5.5.1.3.cmml" type="integer" xref="Sx3.E7Xa.3.2.2.m1.5.5.1.3">2</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E7Xa.3.2.2.m1.5c">\displaystyle=\lVert M^{\psi_{3}}_{CD}(M^{\psi_{1}}(g,\mathbf{X},E_{\theta}(g,% \mathbf{X})))-CD\rVert_{2}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7Xa.3.2.2.m1.5d">= ∥ italic_M start_POSTSUPERSCRIPT italic_ψ start_POSTSUBSCRIPT 3 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_C italic_D end_POSTSUBSCRIPT ( italic_M start_POSTSUPERSCRIPT italic_ψ start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT ( italic_g , bold_X , italic_E start_POSTSUBSCRIPT italic_θ end_POSTSUBSCRIPT ( italic_g , bold_X ) ) ) - italic_C italic_D ∥ start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E7Xb"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathcal{L}_{ND}" class="ltx_Math" display="inline" id="Sx3.E7Xb.2.1.1.m1.1"><semantics id="Sx3.E7Xb.2.1.1.m1.1a"><msub id="Sx3.E7Xb.2.1.1.m1.1.1" xref="Sx3.E7Xb.2.1.1.m1.1.1.cmml"><mi class="ltx_font_mathcaligraphic" id="Sx3.E7Xb.2.1.1.m1.1.1.2" xref="Sx3.E7Xb.2.1.1.m1.1.1.2.cmml">ℒ</mi><mrow id="Sx3.E7Xb.2.1.1.m1.1.1.3" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.cmml"><mi id="Sx3.E7Xb.2.1.1.m1.1.1.3.2" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.2.cmml">N</mi><mo id="Sx3.E7Xb.2.1.1.m1.1.1.3.1" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.E7Xb.2.1.1.m1.1.1.3.3" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.3.cmml">D</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="Sx3.E7Xb.2.1.1.m1.1b"><apply id="Sx3.E7Xb.2.1.1.m1.1.1.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.E7Xb.2.1.1.m1.1.1.1.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1">subscript</csymbol><ci id="Sx3.E7Xb.2.1.1.m1.1.1.2.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1.2">ℒ</ci><apply id="Sx3.E7Xb.2.1.1.m1.1.1.3.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1.3"><times id="Sx3.E7Xb.2.1.1.m1.1.1.3.1.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.1"></times><ci id="Sx3.E7Xb.2.1.1.m1.1.1.3.2.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.2">𝑁</ci><ci id="Sx3.E7Xb.2.1.1.m1.1.1.3.3.cmml" xref="Sx3.E7Xb.2.1.1.m1.1.1.3.3">𝐷</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E7Xb.2.1.1.m1.1c">\displaystyle\mathcal{L}_{ND}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7Xb.2.1.1.m1.1d">caligraphic_L start_POSTSUBSCRIPT italic_N italic_D end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\lVert M^{\psi_{4}}_{ND}(M^{\psi_{1}}(g,\mathbf{X},E_{\theta}(g,% \mathbf{X})))-ND\rVert_{2}^{2}" class="ltx_Math" display="inline" id="Sx3.E7Xb.3.2.2.m1.5"><semantics id="Sx3.E7Xb.3.2.2.m1.5a"><mrow id="Sx3.E7Xb.3.2.2.m1.5.5" xref="Sx3.E7Xb.3.2.2.m1.5.5.cmml"><mi id="Sx3.E7Xb.3.2.2.m1.5.5.3" xref="Sx3.E7Xb.3.2.2.m1.5.5.3.cmml"></mi><mo id="Sx3.E7Xb.3.2.2.m1.5.5.2" rspace="0.1389em" xref="Sx3.E7Xb.3.2.2.m1.5.5.2.cmml">=</mo><msubsup id="Sx3.E7Xb.3.2.2.m1.5.5.1" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.cmml"><mrow id="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.2.cmml"><mo fence="true" id="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1.2" lspace="0.1389em" rspace="0em" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.2.1.cmml">∥</mo><mrow id="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1.1" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1.1.cmml"><mrow id="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1.1.1" 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id="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1.1.3.3.cmml" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.1.1.1.1.3.3">𝐷</ci></apply></apply></apply><cn id="Sx3.E7Xb.3.2.2.m1.5.5.1.1.3.cmml" type="integer" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.1.3">2</cn></apply><cn id="Sx3.E7Xb.3.2.2.m1.5.5.1.3.cmml" type="integer" xref="Sx3.E7Xb.3.2.2.m1.5.5.1.3">2</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E7Xb.3.2.2.m1.5c">\displaystyle=\lVert M^{\psi_{4}}_{ND}(M^{\psi_{1}}(g,\mathbf{X},E_{\theta}(g,% \mathbf{X})))-ND\rVert_{2}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7Xb.3.2.2.m1.5d">= ∥ italic_M start_POSTSUPERSCRIPT italic_ψ start_POSTSUBSCRIPT 4 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_N italic_D end_POSTSUBSCRIPT ( italic_M start_POSTSUPERSCRIPT italic_ψ start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT end_POSTSUPERSCRIPT ( italic_g , bold_X , italic_E start_POSTSUBSCRIPT italic_θ end_POSTSUBSCRIPT ( italic_g , bold_X ) ) ) - italic_N italic_D ∥ start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="Sx3.E7Xc"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathcal{L}_{GNN}" class="ltx_Math" display="inline" id="Sx3.E7Xc.2.1.1.m1.1"><semantics id="Sx3.E7Xc.2.1.1.m1.1a"><msub id="Sx3.E7Xc.2.1.1.m1.1.1" xref="Sx3.E7Xc.2.1.1.m1.1.1.cmml"><mi class="ltx_font_mathcaligraphic" id="Sx3.E7Xc.2.1.1.m1.1.1.2" xref="Sx3.E7Xc.2.1.1.m1.1.1.2.cmml">ℒ</mi><mrow id="Sx3.E7Xc.2.1.1.m1.1.1.3" xref="Sx3.E7Xc.2.1.1.m1.1.1.3.cmml"><mi id="Sx3.E7Xc.2.1.1.m1.1.1.3.2" xref="Sx3.E7Xc.2.1.1.m1.1.1.3.2.cmml">G</mi><mo id="Sx3.E7Xc.2.1.1.m1.1.1.3.1" xref="Sx3.E7Xc.2.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.E7Xc.2.1.1.m1.1.1.3.3" xref="Sx3.E7Xc.2.1.1.m1.1.1.3.3.cmml">N</mi><mo 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id="Sx3.E7Xc.2.1.1.m1.1c">\displaystyle\mathcal{L}_{GNN}</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7Xc.2.1.1.m1.1d">caligraphic_L start_POSTSUBSCRIPT italic_G italic_N italic_N end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\mathcal{L}_{AS}+\lambda_{CD}\mathcal{L}_{CD}+\lambda_{ND}% \mathcal{L}_{ND}," class="ltx_Math" display="inline" id="Sx3.E7Xc.3.2.2.m1.1"><semantics id="Sx3.E7Xc.3.2.2.m1.1a"><mrow id="Sx3.E7Xc.3.2.2.m1.1.1.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.cmml"><mrow id="Sx3.E7Xc.3.2.2.m1.1.1.1.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.cmml"><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.2.cmml"></mi><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.1.cmml">=</mo><mrow id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.cmml"><msub id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.2.cmml"><mi 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xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.2.3.2.cmml">C</mi><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.2.3.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.2.3.1.cmml">⁢</mo><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.2.3.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.2.3.3.cmml">D</mi></mrow></msub><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.1.cmml">⁢</mo><msub id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.cmml"><mi class="ltx_font_mathcaligraphic" id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.2.cmml">ℒ</mi><mrow id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.cmml"><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.2.cmml">C</mi><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.1.cmml">⁢</mo><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.3.cmml">D</mi></mrow></msub></mrow><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.1a" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.1.cmml">+</mo><mrow id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.cmml"><msub id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.cmml"><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.2.cmml">λ</mi><mrow id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.cmml"><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.2" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.2.cmml">N</mi><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.1.cmml">⁢</mo><mi id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.3.cmml">D</mi></mrow></msub><mo id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.1" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.1.cmml">⁢</mo><msub id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.cmml"><mi class="ltx_font_mathcaligraphic" 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id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.2">ℒ</ci><apply id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3"><times id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.1.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.1"></times><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.2">𝐶</ci><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.3.3.3.3">𝐷</ci></apply></apply></apply><apply id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4"><times id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.1.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.1"></times><apply id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2"><csymbol cd="ambiguous" id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.1.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2">subscript</csymbol><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.2">𝜆</ci><apply id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3"><times id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.1.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.1"></times><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.2">𝑁</ci><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.2.3.3">𝐷</ci></apply></apply><apply id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3"><csymbol cd="ambiguous" id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.1.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3">subscript</csymbol><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.2">ℒ</ci><apply id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3"><times id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.1.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.1"></times><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.2.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.2">𝑁</ci><ci id="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.3.cmml" xref="Sx3.E7Xc.3.2.2.m1.1.1.1.1.3.4.3.3.3">𝐷</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.E7Xc.3.2.2.m1.1c">\displaystyle=\mathcal{L}_{AS}+\lambda_{CD}\mathcal{L}_{CD}+\lambda_{ND}% \mathcal{L}_{ND},</annotation><annotation encoding="application/x-llamapun" id="Sx3.E7Xc.3.2.2.m1.1d">= caligraphic_L start_POSTSUBSCRIPT italic_A italic_S end_POSTSUBSCRIPT + italic_λ start_POSTSUBSCRIPT italic_C italic_D end_POSTSUBSCRIPT caligraphic_L start_POSTSUBSCRIPT italic_C italic_D end_POSTSUBSCRIPT + italic_λ start_POSTSUBSCRIPT italic_N italic_D end_POSTSUBSCRIPT caligraphic_L start_POSTSUBSCRIPT italic_N italic_D end_POSTSUBSCRIPT ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="g" class="ltx_Math" display="inline" id="Sx3.SSx4.p4.1.m1.1"><semantics id="Sx3.SSx4.p4.1.m1.1a"><mi id="Sx3.SSx4.p4.1.m1.1.1" xref="Sx3.SSx4.p4.1.m1.1.1.cmml">g</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p4.1.m1.1b"><ci id="Sx3.SSx4.p4.1.m1.1.1.cmml" xref="Sx3.SSx4.p4.1.m1.1.1">𝑔</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p4.1.m1.1c">g</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p4.1.m1.1d">italic_g</annotation></semantics></math> is the circuit graph, <math alttext="\psi_{1}" class="ltx_Math" display="inline" id="Sx3.SSx4.p4.2.m2.1"><semantics id="Sx3.SSx4.p4.2.m2.1a"><msub id="Sx3.SSx4.p4.2.m2.1.1" xref="Sx3.SSx4.p4.2.m2.1.1.cmml"><mi id="Sx3.SSx4.p4.2.m2.1.1.2" xref="Sx3.SSx4.p4.2.m2.1.1.2.cmml">ψ</mi><mn id="Sx3.SSx4.p4.2.m2.1.1.3" xref="Sx3.SSx4.p4.2.m2.1.1.3.cmml">1</mn></msub><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p4.2.m2.1b"><apply id="Sx3.SSx4.p4.2.m2.1.1.cmml" xref="Sx3.SSx4.p4.2.m2.1.1"><csymbol cd="ambiguous" id="Sx3.SSx4.p4.2.m2.1.1.1.cmml" xref="Sx3.SSx4.p4.2.m2.1.1">subscript</csymbol><ci id="Sx3.SSx4.p4.2.m2.1.1.2.cmml" xref="Sx3.SSx4.p4.2.m2.1.1.2">𝜓</ci><cn id="Sx3.SSx4.p4.2.m2.1.1.3.cmml" type="integer" xref="Sx3.SSx4.p4.2.m2.1.1.3">1</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p4.2.m2.1c">\psi_{1}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p4.2.m2.1d">italic_ψ start_POSTSUBSCRIPT 1 end_POSTSUBSCRIPT</annotation></semantics></math> to <math alttext="\psi_{4}" class="ltx_Math" display="inline" id="Sx3.SSx4.p4.3.m3.1"><semantics id="Sx3.SSx4.p4.3.m3.1a"><msub id="Sx3.SSx4.p4.3.m3.1.1" xref="Sx3.SSx4.p4.3.m3.1.1.cmml"><mi id="Sx3.SSx4.p4.3.m3.1.1.2" xref="Sx3.SSx4.p4.3.m3.1.1.2.cmml">ψ</mi><mn id="Sx3.SSx4.p4.3.m3.1.1.3" xref="Sx3.SSx4.p4.3.m3.1.1.3.cmml">4</mn></msub><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p4.3.m3.1b"><apply id="Sx3.SSx4.p4.3.m3.1.1.cmml" xref="Sx3.SSx4.p4.3.m3.1.1"><csymbol cd="ambiguous" id="Sx3.SSx4.p4.3.m3.1.1.1.cmml" xref="Sx3.SSx4.p4.3.m3.1.1">subscript</csymbol><ci id="Sx3.SSx4.p4.3.m3.1.1.2.cmml" xref="Sx3.SSx4.p4.3.m3.1.1.2">𝜓</ci><cn id="Sx3.SSx4.p4.3.m3.1.1.3.cmml" type="integer" xref="Sx3.SSx4.p4.3.m3.1.1.3">4</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p4.3.m3.1c">\psi_{4}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p4.3.m3.1d">italic_ψ start_POSTSUBSCRIPT 4 end_POSTSUBSCRIPT</annotation></semantics></math> are trainable parameters of GNN, <math alttext="\mathbf{X}" class="ltx_Math" display="inline" id="Sx3.SSx4.p4.4.m4.1"><semantics id="Sx3.SSx4.p4.4.m4.1a"><mi id="Sx3.SSx4.p4.4.m4.1.1" xref="Sx3.SSx4.p4.4.m4.1.1.cmml">𝐗</mi><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p4.4.m4.1b"><ci id="Sx3.SSx4.p4.4.m4.1.1.cmml" xref="Sx3.SSx4.p4.4.m4.1.1">𝐗</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p4.4.m4.1c">\mathbf{X}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p4.4.m4.1d">bold_X</annotation></semantics></math> is node feature. <math alttext="CD,ND,AS" class="ltx_Math" display="inline" id="Sx3.SSx4.p4.5.m5.3"><semantics id="Sx3.SSx4.p4.5.m5.3a"><mrow id="Sx3.SSx4.p4.5.m5.3.3.3" xref="Sx3.SSx4.p4.5.m5.3.3.4.cmml"><mrow id="Sx3.SSx4.p4.5.m5.1.1.1.1" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.cmml"><mi id="Sx3.SSx4.p4.5.m5.1.1.1.1.2" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.2.cmml">C</mi><mo id="Sx3.SSx4.p4.5.m5.1.1.1.1.1" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.1.cmml">⁢</mo><mi id="Sx3.SSx4.p4.5.m5.1.1.1.1.3" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.3.cmml">D</mi></mrow><mo id="Sx3.SSx4.p4.5.m5.3.3.3.4" xref="Sx3.SSx4.p4.5.m5.3.3.4.cmml">,</mo><mrow id="Sx3.SSx4.p4.5.m5.2.2.2.2" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.cmml"><mi id="Sx3.SSx4.p4.5.m5.2.2.2.2.2" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.2.cmml">N</mi><mo id="Sx3.SSx4.p4.5.m5.2.2.2.2.1" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.1.cmml">⁢</mo><mi id="Sx3.SSx4.p4.5.m5.2.2.2.2.3" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.3.cmml">D</mi></mrow><mo id="Sx3.SSx4.p4.5.m5.3.3.3.5" xref="Sx3.SSx4.p4.5.m5.3.3.4.cmml">,</mo><mrow id="Sx3.SSx4.p4.5.m5.3.3.3.3" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.cmml"><mi id="Sx3.SSx4.p4.5.m5.3.3.3.3.2" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.2.cmml">A</mi><mo id="Sx3.SSx4.p4.5.m5.3.3.3.3.1" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.1.cmml">⁢</mo><mi id="Sx3.SSx4.p4.5.m5.3.3.3.3.3" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.3.cmml">S</mi></mrow></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p4.5.m5.3b"><list id="Sx3.SSx4.p4.5.m5.3.3.4.cmml" xref="Sx3.SSx4.p4.5.m5.3.3.3"><apply id="Sx3.SSx4.p4.5.m5.1.1.1.1.cmml" xref="Sx3.SSx4.p4.5.m5.1.1.1.1"><times id="Sx3.SSx4.p4.5.m5.1.1.1.1.1.cmml" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.1"></times><ci id="Sx3.SSx4.p4.5.m5.1.1.1.1.2.cmml" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.2">𝐶</ci><ci id="Sx3.SSx4.p4.5.m5.1.1.1.1.3.cmml" xref="Sx3.SSx4.p4.5.m5.1.1.1.1.3">𝐷</ci></apply><apply id="Sx3.SSx4.p4.5.m5.2.2.2.2.cmml" xref="Sx3.SSx4.p4.5.m5.2.2.2.2"><times id="Sx3.SSx4.p4.5.m5.2.2.2.2.1.cmml" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.1"></times><ci id="Sx3.SSx4.p4.5.m5.2.2.2.2.2.cmml" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.2">𝑁</ci><ci id="Sx3.SSx4.p4.5.m5.2.2.2.2.3.cmml" xref="Sx3.SSx4.p4.5.m5.2.2.2.2.3">𝐷</ci></apply><apply id="Sx3.SSx4.p4.5.m5.3.3.3.3.cmml" xref="Sx3.SSx4.p4.5.m5.3.3.3.3"><times id="Sx3.SSx4.p4.5.m5.3.3.3.3.1.cmml" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.1"></times><ci id="Sx3.SSx4.p4.5.m5.3.3.3.3.2.cmml" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.2">𝐴</ci><ci id="Sx3.SSx4.p4.5.m5.3.3.3.3.3.cmml" xref="Sx3.SSx4.p4.5.m5.3.3.3.3.3">𝑆</ci></apply></list></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p4.5.m5.3c">CD,ND,AS</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p4.5.m5.3d">italic_C italic_D , italic_N italic_D , italic_A italic_S</annotation></semantics></math> are cell delay, net delay, AT concatenated with slew, <math alttext="\lambda_{CD},\lambda_{ND}" class="ltx_Math" display="inline" id="Sx3.SSx4.p4.6.m6.2"><semantics id="Sx3.SSx4.p4.6.m6.2a"><mrow id="Sx3.SSx4.p4.6.m6.2.2.2" xref="Sx3.SSx4.p4.6.m6.2.2.3.cmml"><msub id="Sx3.SSx4.p4.6.m6.1.1.1.1" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.cmml"><mi id="Sx3.SSx4.p4.6.m6.1.1.1.1.2" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.2.cmml">λ</mi><mrow id="Sx3.SSx4.p4.6.m6.1.1.1.1.3" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.cmml"><mi id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.2" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.2.cmml">C</mi><mo id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.1" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.3" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.3.cmml">D</mi></mrow></msub><mo id="Sx3.SSx4.p4.6.m6.2.2.2.3" xref="Sx3.SSx4.p4.6.m6.2.2.3.cmml">,</mo><msub id="Sx3.SSx4.p4.6.m6.2.2.2.2" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.cmml"><mi id="Sx3.SSx4.p4.6.m6.2.2.2.2.2" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.2.cmml">λ</mi><mrow id="Sx3.SSx4.p4.6.m6.2.2.2.2.3" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.cmml"><mi id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.2" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.2.cmml">N</mi><mo id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.1" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.1.cmml">⁢</mo><mi id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.3" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.3.cmml">D</mi></mrow></msub></mrow><annotation-xml encoding="MathML-Content" id="Sx3.SSx4.p4.6.m6.2b"><list id="Sx3.SSx4.p4.6.m6.2.2.3.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2"><apply id="Sx3.SSx4.p4.6.m6.1.1.1.1.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1"><csymbol cd="ambiguous" id="Sx3.SSx4.p4.6.m6.1.1.1.1.1.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1">subscript</csymbol><ci id="Sx3.SSx4.p4.6.m6.1.1.1.1.2.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.2">𝜆</ci><apply id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3"><times id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.1.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.1"></times><ci id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.2.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.2">𝐶</ci><ci id="Sx3.SSx4.p4.6.m6.1.1.1.1.3.3.cmml" xref="Sx3.SSx4.p4.6.m6.1.1.1.1.3.3">𝐷</ci></apply></apply><apply id="Sx3.SSx4.p4.6.m6.2.2.2.2.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2"><csymbol cd="ambiguous" id="Sx3.SSx4.p4.6.m6.2.2.2.2.1.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2">subscript</csymbol><ci id="Sx3.SSx4.p4.6.m6.2.2.2.2.2.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.2">𝜆</ci><apply id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3"><times id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.1.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.1"></times><ci id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.2.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.2">𝑁</ci><ci id="Sx3.SSx4.p4.6.m6.2.2.2.2.3.3.cmml" xref="Sx3.SSx4.p4.6.m6.2.2.2.2.3.3">𝐷</ci></apply></apply></list></annotation-xml><annotation encoding="application/x-tex" id="Sx3.SSx4.p4.6.m6.2c">\lambda_{CD},\lambda_{ND}</annotation><annotation encoding="application/x-llamapun" id="Sx3.SSx4.p4.6.m6.2d">italic_λ start_POSTSUBSCRIPT italic_C italic_D end_POSTSUBSCRIPT , italic_λ start_POSTSUBSCRIPT italic_N italic_D end_POSTSUBSCRIPT</annotation></semantics></math> are loss weights for cell delay and net delay. </div> <figure class="ltx_table" id="Sx3.T3"> <table class="ltx_tabular ltx_centering ltx_align_middle" id="Sx3.T3.2"> <tr class="ltx_tr" id="Sx3.T3.2.2"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_tt" colspan="2" id="Sx3.T3.2.2.3" rowspan="2"> Dataset</td> <td class="ltx_td ltx_align_center ltx_border_tt" colspan="6" id="Sx3.T3.2.2.2"> <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="Sx3.T3.1.1.1.m1.1"><semantics id="Sx3.T3.1.1.1.m1.1a"><msubsup id="Sx3.T3.1.1.1.m1.1.1" xref="Sx3.T3.1.1.1.m1.1.1.cmml"><mi id="Sx3.T3.1.1.1.m1.1.1.2.2" xref="Sx3.T3.1.1.1.m1.1.1.2.2.cmml">R</mi><mrow id="Sx3.T3.1.1.1.m1.1.1.3" xref="Sx3.T3.1.1.1.m1.1.1.3.cmml"><mi id="Sx3.T3.1.1.1.m1.1.1.3.2" xref="Sx3.T3.1.1.1.m1.1.1.3.2.cmml">u</mi><mo id="Sx3.T3.1.1.1.m1.1.1.3.1" xref="Sx3.T3.1.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx3.T3.1.1.1.m1.1.1.3.3" xref="Sx3.T3.1.1.1.m1.1.1.3.3.cmml">f</mi></mrow><mn id="Sx3.T3.1.1.1.m1.1.1.2.3" xref="Sx3.T3.1.1.1.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx3.T3.1.1.1.m1.1b"><apply id="Sx3.T3.1.1.1.m1.1.1.cmml" xref="Sx3.T3.1.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.T3.1.1.1.m1.1.1.1.cmml" xref="Sx3.T3.1.1.1.m1.1.1">subscript</csymbol><apply id="Sx3.T3.1.1.1.m1.1.1.2.cmml" xref="Sx3.T3.1.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx3.T3.1.1.1.m1.1.1.2.1.cmml" xref="Sx3.T3.1.1.1.m1.1.1">superscript</csymbol><ci id="Sx3.T3.1.1.1.m1.1.1.2.2.cmml" xref="Sx3.T3.1.1.1.m1.1.1.2.2">𝑅</ci><cn id="Sx3.T3.1.1.1.m1.1.1.2.3.cmml" type="integer" xref="Sx3.T3.1.1.1.m1.1.1.2.3">2</cn></apply><apply id="Sx3.T3.1.1.1.m1.1.1.3.cmml" xref="Sx3.T3.1.1.1.m1.1.1.3"><times id="Sx3.T3.1.1.1.m1.1.1.3.1.cmml" xref="Sx3.T3.1.1.1.m1.1.1.3.1"></times><ci id="Sx3.T3.1.1.1.m1.1.1.3.2.cmml" xref="Sx3.T3.1.1.1.m1.1.1.3.2">𝑢</ci><ci id="Sx3.T3.1.1.1.m1.1.1.3.3.cmml" xref="Sx3.T3.1.1.1.m1.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T3.1.1.1.m1.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="Sx3.T3.1.1.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> (<math alttext="\uparrow" class="ltx_Math" display="inline" id="Sx3.T3.2.2.2.m2.1"><semantics id="Sx3.T3.2.2.2.m2.1a"><mo id="Sx3.T3.2.2.2.m2.1.1" stretchy="false" xref="Sx3.T3.2.2.2.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="Sx3.T3.2.2.2.m2.1b"><ci id="Sx3.T3.2.2.2.m2.1.1.cmml" xref="Sx3.T3.2.2.2.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T3.2.2.2.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="Sx3.T3.2.2.2.m2.1d">↑</annotation></semantics></math>)</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.3"> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.3.1">baseline</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.3.2">w/o AE</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.3.3">w/o RLL</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.3.4">w/o MJA</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.3.5">w/o FT</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.3.6">PreRoutGNN</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.4"> <td class="ltx_td ltx_align_left ltx_border_t" id="Sx3.T3.2.4.1" rowspan="7"> test </td> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_t" id="Sx3.T3.2.4.2">aes192</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.4.3">0.649</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.4.4">0.603</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.4.5">0.825</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.4.6">0.878</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.4.7">0.966</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.4.8">0.946</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.5"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T3.2.5.1">jpeg_encoder</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.5.2">0.271</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.5.3">0.787</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.5.4">-0.338</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.5.5">0.605</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.5.6">0.620</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.5.7">0.774</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.6"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T3.2.6.1">spm</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.6.2">0.696</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.6.3">0.883</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.6.4">0.988</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.6.5">0.987</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.6.6">0.977</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.6.7">0.992</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.7"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T3.2.7.1">synth_ram</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.7.2">0.763</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.7.3">0.423</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.7.4">0.975</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.7.5">0.958</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.7.6">0.949</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.7.7">0.984</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.8"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T3.2.8.1">usbf_device</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.8.2">0.317</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.8.3">0.659</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.8.4">0.676</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.8.5">0.844</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.8.6">0.931</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.8.7">0.951</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.9"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T3.2.9.1">xtea</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.9.2">0.781</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.9.3">0.921</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.9.4">0.976</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.9.5">0.955</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.9.6">0.980</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.9.7">0.985</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.10"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx3.T3.2.10.1">y_huff</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.10.2">0.552</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.10.3">0.766</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.10.4">0.883</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.10.5">0.885</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.10.6">0.934</td> <td class="ltx_td ltx_align_center" id="Sx3.T3.2.10.7">0.901</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.11"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" colspan="2" id="Sx3.T3.2.11.1">Avg. train</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.11.2">0.720</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.11.3">0.959</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.11.4">0.876</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.11.5">0.933</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.11.6">0.963</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx3.T3.2.11.7">0.964</td> </tr> <tr class="ltx_tr" id="Sx3.T3.2.12"> <td class="ltx_td ltx_align_center ltx_border_bb ltx_border_r" colspan="2" id="Sx3.T3.2.12.1">Avg. test</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T3.2.12.2">0.576</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T3.2.12.3">0.720</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T3.2.12.4">0.772</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T3.2.12.5">0.873</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T3.2.12.6">0.908</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx3.T3.2.12.7">0.933</td> </tr> </table> <figcaption class="ltx_caption ltx_centering">Table 3: Ablation studies. We remove one and only one module each time. <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx3.T3.4.m1.1"><semantics id="Sx3.T3.4.m1.1b"><msubsup id="Sx3.T3.4.m1.1.1" xref="Sx3.T3.4.m1.1.1.cmml"><mi id="Sx3.T3.4.m1.1.1.2.2" xref="Sx3.T3.4.m1.1.1.2.2.cmml">R</mi><mrow id="Sx3.T3.4.m1.1.1.2.3" xref="Sx3.T3.4.m1.1.1.2.3.cmml"><mi id="Sx3.T3.4.m1.1.1.2.3.2" xref="Sx3.T3.4.m1.1.1.2.3.2.cmml">u</mi><mo id="Sx3.T3.4.m1.1.1.2.3.1" xref="Sx3.T3.4.m1.1.1.2.3.1.cmml">⁢</mo><mi id="Sx3.T3.4.m1.1.1.2.3.3" xref="Sx3.T3.4.m1.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx3.T3.4.m1.1.1.3" xref="Sx3.T3.4.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx3.T3.4.m1.1c"><apply id="Sx3.T3.4.m1.1.1.cmml" xref="Sx3.T3.4.m1.1.1"><csymbol cd="ambiguous" id="Sx3.T3.4.m1.1.1.1.cmml" xref="Sx3.T3.4.m1.1.1">superscript</csymbol><apply id="Sx3.T3.4.m1.1.1.2.cmml" xref="Sx3.T3.4.m1.1.1"><csymbol cd="ambiguous" id="Sx3.T3.4.m1.1.1.2.1.cmml" xref="Sx3.T3.4.m1.1.1">subscript</csymbol><ci id="Sx3.T3.4.m1.1.1.2.2.cmml" xref="Sx3.T3.4.m1.1.1.2.2">𝑅</ci><apply id="Sx3.T3.4.m1.1.1.2.3.cmml" xref="Sx3.T3.4.m1.1.1.2.3"><times id="Sx3.T3.4.m1.1.1.2.3.1.cmml" xref="Sx3.T3.4.m1.1.1.2.3.1"></times><ci id="Sx3.T3.4.m1.1.1.2.3.2.cmml" xref="Sx3.T3.4.m1.1.1.2.3.2">𝑢</ci><ci id="Sx3.T3.4.m1.1.1.2.3.3.cmml" xref="Sx3.T3.4.m1.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx3.T3.4.m1.1.1.3.cmml" type="integer" xref="Sx3.T3.4.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx3.T3.4.m1.1d">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx3.T3.4.m1.1e">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> of slack prediction is reported. AE: global pre-trained auto-encoder, RLL: residual local learning, MJA: multi-head joint attention, FT: fine-tune the pre-trained encoder. Bold/underline indicates best/second. </figcaption> </figure> </section> </section> <section class="ltx_section" id="Sx4"> <h2 class="ltx_title ltx_title_section">Experiments</h2> <section class="ltx_subsection" id="Sx4.SSx1"> <h3 class="ltx_title ltx_title_subsection">Evaluation Protocols</h3> <div class="ltx_para" id="Sx4.SSx1.p1"> Benchmarks and compared methods. We evaluate our approach on public benchmark <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite> with 21 real world circuits. Given the circuit after standard cell placement, the objective is to predict slack, slew, cell delay and net delay after routing. The compared methods include GCNII <cite class="ltx_cite ltx_citemacro_citep">(Chen et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib5" title="">2020</a>)</cite>, GAT <cite class="ltx_cite ltx_citemacro_citep">(Veličković et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib35" title="">2018</a>)</cite>, GINE <cite class="ltx_cite ltx_citemacro_citep">(Hu et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib17" title="">2020</a>)</cite> and TimingGCN <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite>. </div> <div class="ltx_para" id="Sx4.SSx1.p2"> Metrics. We evaluate the prediction of slack with the <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.1.m1.1"><semantics id="Sx4.SSx1.p2.1.m1.1a"><msup id="Sx4.SSx1.p2.1.m1.1.1" xref="Sx4.SSx1.p2.1.m1.1.1.cmml"><mi id="Sx4.SSx1.p2.1.m1.1.1.2" xref="Sx4.SSx1.p2.1.m1.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p2.1.m1.1.1.3" xref="Sx4.SSx1.p2.1.m1.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.1.m1.1b"><apply id="Sx4.SSx1.p2.1.m1.1.1.cmml" xref="Sx4.SSx1.p2.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.1.m1.1.1.1.cmml" xref="Sx4.SSx1.p2.1.m1.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.1.m1.1.1.2.cmml" xref="Sx4.SSx1.p2.1.m1.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p2.1.m1.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.1.m1.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> determination coefficient score as follows: <table class="ltx_equation ltx_eqn_table" id="Sx4.E8"> <tbody><tr class="ltx_equation ltx_eqn_row ltx_align_baseline"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_eqn_cell ltx_align_center"> <div class="ltx_inline-block ltx_markedasmath ltx_transformed_outer" id="Sx4.E8.m1.1.1.1" style="width:125.2pt;height:27.8pt;vertical-align:-6.8pt;"> <math alttext="R^{2}=1-\frac{\frac{1}{n}\sum_{i=1}^{n}(y_{i}-\hat{y}_{i})^{2}}{\frac{1}{n}% \sum_{i=1}^{n}(y_{i}-\bar{y})^{2}}=1-\frac{\mathrm{MSE(\mathbf{y,\hat{y}})}}{% \mathrm{VAR(\mathbf{y})}}," class="ltx_Math" display="inline" id="Sx4.E8.m1.1.1.1.1.m1.6"><semantics id="Sx4.E8.m1.1.1.1.1.m1.6a"><mrow id="Sx4.E8.m1.1.1.1.1.m1.6.6.1" xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.cmml"><mrow id="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1" xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.cmml"><msup id="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.2" 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xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.cmml"><mover accent="true" id="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.2" xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.2.cmml"><mi id="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.2.2" xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.2.2.cmml">y</mi><mo id="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.2.1" xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.2.1.cmml">^</mo></mover><mi id="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.3" xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.3.3.cmml">i</mi></msub></mrow><mo id="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.3" stretchy="false" xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.1.1.1.cmml">)</mo></mrow><mn id="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.3" xref="Sx4.E8.m1.1.1.1.1.m1.1.1.1.1.1.3.cmml">2</mn></msup></mrow></mrow><mrow id="Sx4.E8.m1.1.1.1.1.m1.2.2.2" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.cmml"><mfrac id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.3" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.3.cmml"><mn id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.3.2" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.3.2.cmml">1</mn><mi id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.3.3" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.3.3.cmml">n</mi></mfrac><mo id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.2" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.2.cmml">⁢</mo><mrow id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.cmml"><mstyle displaystyle="false" id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.cmml"><msubsup id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2a" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.cmml"><mo id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.2" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.2.cmml">∑</mo><mrow id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3.cmml"><mi id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3.2" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3.2.cmml">i</mi><mo id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3.1" xref="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3.1.cmml">=</mo><mn id="Sx4.E8.m1.1.1.1.1.m1.2.2.2.1.2.2.3.3" 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xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.5"></eq><share href="#Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.4.cmml" id="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1d.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1"></share><apply id="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.6.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.6"><minus id="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.6.1.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.6.1"></minus><cn id="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.6.2.cmml" type="integer" xref="Sx4.E8.m1.1.1.1.1.m1.6.6.1.1.6.2">1</cn><apply id="Sx4.E8.m1.1.1.1.1.m1.5.5.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.5.5"><divide id="Sx4.E8.m1.1.1.1.1.m1.5.5.4.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.5.5"></divide><apply id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2"><times id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.3.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2.3"></times><ci id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.4.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2.4">MSE</ci><interval closure="open" id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.5.1.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2.5.2"><ci id="Sx4.E8.m1.1.1.1.1.m1.3.3.1.1.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.3.3.1.1">𝐲</ci><apply id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.2.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2.2"><ci id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.2.1.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2.2.1">^</ci><ci id="Sx4.E8.m1.1.1.1.1.m1.4.4.2.2.2.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.4.4.2.2.2">𝐲</ci></apply></interval></apply><apply id="Sx4.E8.m1.1.1.1.1.m1.5.5.3.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.5.5.3"><times id="Sx4.E8.m1.1.1.1.1.m1.5.5.3.2.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.5.5.3.2"></times><ci id="Sx4.E8.m1.1.1.1.1.m1.5.5.3.3.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.5.5.3.3">VAR</ci><ci id="Sx4.E8.m1.1.1.1.1.m1.5.5.3.1.cmml" xref="Sx4.E8.m1.1.1.1.1.m1.5.5.3.1">𝐲</ci></apply></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.E8.m1.1.1.1.1.m1.6c">R^{2}=1-\frac{\frac{1}{n}\sum_{i=1}^{n}(y_{i}-\hat{y}_{i})^{2}}{\frac{1}{n}% \sum_{i=1}^{n}(y_{i}-\bar{y})^{2}}=1-\frac{\mathrm{MSE(\mathbf{y,\hat{y}})}}{% \mathrm{VAR(\mathbf{y})}},</annotation><annotation encoding="application/x-llamapun" id="Sx4.E8.m1.1.1.1.1.m1.6d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT = 1 - divide start_ARG divide start_ARG 1 end_ARG start_ARG italic_n end_ARG ∑ start_POSTSUBSCRIPT italic_i = 1 end_POSTSUBSCRIPT start_POSTSUPERSCRIPT italic_n end_POSTSUPERSCRIPT ( italic_y start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT - over^ start_ARG italic_y end_ARG start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT ) start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT end_ARG start_ARG divide start_ARG 1 end_ARG start_ARG italic_n end_ARG ∑ start_POSTSUBSCRIPT italic_i = 1 end_POSTSUBSCRIPT start_POSTSUPERSCRIPT italic_n end_POSTSUPERSCRIPT ( italic_y start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT - over¯ start_ARG italic_y end_ARG ) start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT end_ARG = 1 - divide start_ARG roman_MSE ( bold_y , over^ start_ARG bold_y end_ARG ) end_ARG start_ARG roman_VAR ( bold_y ) end_ARG ,</annotation></semantics></math> </div> </td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="0">(8)</td> </tr></tbody> </table> where <math alttext="y_{i}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.2.m1.1"><semantics id="Sx4.SSx1.p2.2.m1.1a"><msub id="Sx4.SSx1.p2.2.m1.1.1" xref="Sx4.SSx1.p2.2.m1.1.1.cmml"><mi id="Sx4.SSx1.p2.2.m1.1.1.2" xref="Sx4.SSx1.p2.2.m1.1.1.2.cmml">y</mi><mi id="Sx4.SSx1.p2.2.m1.1.1.3" xref="Sx4.SSx1.p2.2.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.2.m1.1b"><apply id="Sx4.SSx1.p2.2.m1.1.1.cmml" xref="Sx4.SSx1.p2.2.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.2.m1.1.1.1.cmml" xref="Sx4.SSx1.p2.2.m1.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.2.m1.1.1.2.cmml" xref="Sx4.SSx1.p2.2.m1.1.1.2">𝑦</ci><ci id="Sx4.SSx1.p2.2.m1.1.1.3.cmml" xref="Sx4.SSx1.p2.2.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.2.m1.1c">y_{i}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.2.m1.1d">italic_y start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math> is ground truth, <math alttext="\hat{y}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.3.m2.1"><semantics id="Sx4.SSx1.p2.3.m2.1a"><mover accent="true" id="Sx4.SSx1.p2.3.m2.1.1" xref="Sx4.SSx1.p2.3.m2.1.1.cmml"><mi id="Sx4.SSx1.p2.3.m2.1.1.2" xref="Sx4.SSx1.p2.3.m2.1.1.2.cmml">y</mi><mo id="Sx4.SSx1.p2.3.m2.1.1.1" xref="Sx4.SSx1.p2.3.m2.1.1.1.cmml">^</mo></mover><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.3.m2.1b"><apply id="Sx4.SSx1.p2.3.m2.1.1.cmml" xref="Sx4.SSx1.p2.3.m2.1.1"><ci id="Sx4.SSx1.p2.3.m2.1.1.1.cmml" xref="Sx4.SSx1.p2.3.m2.1.1.1">^</ci><ci id="Sx4.SSx1.p2.3.m2.1.1.2.cmml" xref="Sx4.SSx1.p2.3.m2.1.1.2">𝑦</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.3.m2.1c">\hat{y}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.3.m2.1d">over^ start_ARG italic_y end_ARG</annotation></semantics></math> is prediction and <math alttext="\bar{y}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.4.m3.1"><semantics id="Sx4.SSx1.p2.4.m3.1a"><mover accent="true" id="Sx4.SSx1.p2.4.m3.1.1" xref="Sx4.SSx1.p2.4.m3.1.1.cmml"><mi id="Sx4.SSx1.p2.4.m3.1.1.2" xref="Sx4.SSx1.p2.4.m3.1.1.2.cmml">y</mi><mo id="Sx4.SSx1.p2.4.m3.1.1.1" xref="Sx4.SSx1.p2.4.m3.1.1.1.cmml">¯</mo></mover><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.4.m3.1b"><apply id="Sx4.SSx1.p2.4.m3.1.1.cmml" xref="Sx4.SSx1.p2.4.m3.1.1"><ci id="Sx4.SSx1.p2.4.m3.1.1.1.cmml" xref="Sx4.SSx1.p2.4.m3.1.1.1">¯</ci><ci id="Sx4.SSx1.p2.4.m3.1.1.2.cmml" xref="Sx4.SSx1.p2.4.m3.1.1.2">𝑦</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.4.m3.1c">\bar{y}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.4.m3.1d">over¯ start_ARG italic_y end_ARG</annotation></semantics></math> is the mean value of ground truth. Since slack has four channels (EL/RF), we can calculate <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.5.m4.1"><semantics id="Sx4.SSx1.p2.5.m4.1a"><msup id="Sx4.SSx1.p2.5.m4.1.1" xref="Sx4.SSx1.p2.5.m4.1.1.cmml"><mi id="Sx4.SSx1.p2.5.m4.1.1.2" xref="Sx4.SSx1.p2.5.m4.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p2.5.m4.1.1.3" xref="Sx4.SSx1.p2.5.m4.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.5.m4.1b"><apply id="Sx4.SSx1.p2.5.m4.1.1.cmml" xref="Sx4.SSx1.p2.5.m4.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.5.m4.1.1.1.cmml" xref="Sx4.SSx1.p2.5.m4.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.5.m4.1.1.2.cmml" xref="Sx4.SSx1.p2.5.m4.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p2.5.m4.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.5.m4.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.5.m4.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.5.m4.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> in two ways: 1) un-flatten <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.6.m5.1"><semantics id="Sx4.SSx1.p2.6.m5.1a"><msubsup id="Sx4.SSx1.p2.6.m5.1.1" xref="Sx4.SSx1.p2.6.m5.1.1.cmml"><mi id="Sx4.SSx1.p2.6.m5.1.1.2.2" xref="Sx4.SSx1.p2.6.m5.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx1.p2.6.m5.1.1.2.3" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.cmml"><mi id="Sx4.SSx1.p2.6.m5.1.1.2.3.2" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx1.p2.6.m5.1.1.2.3.1" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p2.6.m5.1.1.2.3.3" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx1.p2.6.m5.1.1.3" xref="Sx4.SSx1.p2.6.m5.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.6.m5.1b"><apply id="Sx4.SSx1.p2.6.m5.1.1.cmml" xref="Sx4.SSx1.p2.6.m5.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.6.m5.1.1.1.cmml" xref="Sx4.SSx1.p2.6.m5.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.6.m5.1.1.2.cmml" xref="Sx4.SSx1.p2.6.m5.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.6.m5.1.1.2.1.cmml" xref="Sx4.SSx1.p2.6.m5.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.6.m5.1.1.2.2.cmml" xref="Sx4.SSx1.p2.6.m5.1.1.2.2">𝑅</ci><apply id="Sx4.SSx1.p2.6.m5.1.1.2.3.cmml" xref="Sx4.SSx1.p2.6.m5.1.1.2.3"><times id="Sx4.SSx1.p2.6.m5.1.1.2.3.1.cmml" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.1"></times><ci id="Sx4.SSx1.p2.6.m5.1.1.2.3.2.cmml" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx1.p2.6.m5.1.1.2.3.3.cmml" xref="Sx4.SSx1.p2.6.m5.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx1.p2.6.m5.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.6.m5.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.6.m5.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.6.m5.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> and 2) flatten <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.7.m6.1"><semantics id="Sx4.SSx1.p2.7.m6.1a"><msubsup id="Sx4.SSx1.p2.7.m6.1.1" xref="Sx4.SSx1.p2.7.m6.1.1.cmml"><mi id="Sx4.SSx1.p2.7.m6.1.1.2.2" xref="Sx4.SSx1.p2.7.m6.1.1.2.2.cmml">R</mi><mi id="Sx4.SSx1.p2.7.m6.1.1.2.3" xref="Sx4.SSx1.p2.7.m6.1.1.2.3.cmml">f</mi><mn id="Sx4.SSx1.p2.7.m6.1.1.3" xref="Sx4.SSx1.p2.7.m6.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.7.m6.1b"><apply id="Sx4.SSx1.p2.7.m6.1.1.cmml" xref="Sx4.SSx1.p2.7.m6.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.7.m6.1.1.1.cmml" xref="Sx4.SSx1.p2.7.m6.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.7.m6.1.1.2.cmml" xref="Sx4.SSx1.p2.7.m6.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.7.m6.1.1.2.1.cmml" xref="Sx4.SSx1.p2.7.m6.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.7.m6.1.1.2.2.cmml" xref="Sx4.SSx1.p2.7.m6.1.1.2.2">𝑅</ci><ci id="Sx4.SSx1.p2.7.m6.1.1.2.3.cmml" xref="Sx4.SSx1.p2.7.m6.1.1.2.3">𝑓</ci></apply><cn id="Sx4.SSx1.p2.7.m6.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.7.m6.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.7.m6.1c">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.7.m6.1d">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> . In <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.8.m7.1"><semantics id="Sx4.SSx1.p2.8.m7.1a"><msubsup id="Sx4.SSx1.p2.8.m7.1.1" xref="Sx4.SSx1.p2.8.m7.1.1.cmml"><mi id="Sx4.SSx1.p2.8.m7.1.1.2.2" xref="Sx4.SSx1.p2.8.m7.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx1.p2.8.m7.1.1.2.3" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.cmml"><mi id="Sx4.SSx1.p2.8.m7.1.1.2.3.2" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx1.p2.8.m7.1.1.2.3.1" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p2.8.m7.1.1.2.3.3" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx1.p2.8.m7.1.1.3" xref="Sx4.SSx1.p2.8.m7.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.8.m7.1b"><apply id="Sx4.SSx1.p2.8.m7.1.1.cmml" xref="Sx4.SSx1.p2.8.m7.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.8.m7.1.1.1.cmml" xref="Sx4.SSx1.p2.8.m7.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.8.m7.1.1.2.cmml" xref="Sx4.SSx1.p2.8.m7.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.8.m7.1.1.2.1.cmml" xref="Sx4.SSx1.p2.8.m7.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.8.m7.1.1.2.2.cmml" xref="Sx4.SSx1.p2.8.m7.1.1.2.2">𝑅</ci><apply id="Sx4.SSx1.p2.8.m7.1.1.2.3.cmml" xref="Sx4.SSx1.p2.8.m7.1.1.2.3"><times id="Sx4.SSx1.p2.8.m7.1.1.2.3.1.cmml" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.1"></times><ci id="Sx4.SSx1.p2.8.m7.1.1.2.3.2.cmml" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx1.p2.8.m7.1.1.2.3.3.cmml" xref="Sx4.SSx1.p2.8.m7.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx1.p2.8.m7.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.8.m7.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.8.m7.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.8.m7.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, we calculate <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.9.m8.1"><semantics id="Sx4.SSx1.p2.9.m8.1a"><msup id="Sx4.SSx1.p2.9.m8.1.1" xref="Sx4.SSx1.p2.9.m8.1.1.cmml"><mi id="Sx4.SSx1.p2.9.m8.1.1.2" xref="Sx4.SSx1.p2.9.m8.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p2.9.m8.1.1.3" xref="Sx4.SSx1.p2.9.m8.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.9.m8.1b"><apply id="Sx4.SSx1.p2.9.m8.1.1.cmml" xref="Sx4.SSx1.p2.9.m8.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.9.m8.1.1.1.cmml" xref="Sx4.SSx1.p2.9.m8.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.9.m8.1.1.2.cmml" xref="Sx4.SSx1.p2.9.m8.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p2.9.m8.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.9.m8.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.9.m8.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.9.m8.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> on un-flatten data with shape <math alttext="\mathbb{R}^{n\times 4}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.10.m9.1"><semantics id="Sx4.SSx1.p2.10.m9.1a"><msup id="Sx4.SSx1.p2.10.m9.1.1" xref="Sx4.SSx1.p2.10.m9.1.1.cmml"><mi id="Sx4.SSx1.p2.10.m9.1.1.2" xref="Sx4.SSx1.p2.10.m9.1.1.2.cmml">ℝ</mi><mrow id="Sx4.SSx1.p2.10.m9.1.1.3" xref="Sx4.SSx1.p2.10.m9.1.1.3.cmml"><mi id="Sx4.SSx1.p2.10.m9.1.1.3.2" xref="Sx4.SSx1.p2.10.m9.1.1.3.2.cmml">n</mi><mo id="Sx4.SSx1.p2.10.m9.1.1.3.1" lspace="0.222em" rspace="0.222em" xref="Sx4.SSx1.p2.10.m9.1.1.3.1.cmml">×</mo><mn id="Sx4.SSx1.p2.10.m9.1.1.3.3" xref="Sx4.SSx1.p2.10.m9.1.1.3.3.cmml">4</mn></mrow></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.10.m9.1b"><apply id="Sx4.SSx1.p2.10.m9.1.1.cmml" xref="Sx4.SSx1.p2.10.m9.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.10.m9.1.1.1.cmml" xref="Sx4.SSx1.p2.10.m9.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.10.m9.1.1.2.cmml" xref="Sx4.SSx1.p2.10.m9.1.1.2">ℝ</ci><apply id="Sx4.SSx1.p2.10.m9.1.1.3.cmml" xref="Sx4.SSx1.p2.10.m9.1.1.3"><times id="Sx4.SSx1.p2.10.m9.1.1.3.1.cmml" xref="Sx4.SSx1.p2.10.m9.1.1.3.1"></times><ci id="Sx4.SSx1.p2.10.m9.1.1.3.2.cmml" xref="Sx4.SSx1.p2.10.m9.1.1.3.2">𝑛</ci><cn id="Sx4.SSx1.p2.10.m9.1.1.3.3.cmml" type="integer" xref="Sx4.SSx1.p2.10.m9.1.1.3.3">4</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.10.m9.1c">\mathbb{R}^{n\times 4}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.10.m9.1d">blackboard_R start_POSTSUPERSCRIPT italic_n × 4 end_POSTSUPERSCRIPT</annotation></semantics></math>, where <math alttext="n" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.11.m10.1"><semantics id="Sx4.SSx1.p2.11.m10.1a"><mi id="Sx4.SSx1.p2.11.m10.1.1" xref="Sx4.SSx1.p2.11.m10.1.1.cmml">n</mi><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.11.m10.1b"><ci id="Sx4.SSx1.p2.11.m10.1.1.cmml" xref="Sx4.SSx1.p2.11.m10.1.1">𝑛</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.11.m10.1c">n</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.11.m10.1d">italic_n</annotation></semantics></math> is the number of nodes. We calculate <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.12.m11.1"><semantics id="Sx4.SSx1.p2.12.m11.1a"><msup id="Sx4.SSx1.p2.12.m11.1.1" xref="Sx4.SSx1.p2.12.m11.1.1.cmml"><mi id="Sx4.SSx1.p2.12.m11.1.1.2" xref="Sx4.SSx1.p2.12.m11.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p2.12.m11.1.1.3" xref="Sx4.SSx1.p2.12.m11.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.12.m11.1b"><apply id="Sx4.SSx1.p2.12.m11.1.1.cmml" xref="Sx4.SSx1.p2.12.m11.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.12.m11.1.1.1.cmml" xref="Sx4.SSx1.p2.12.m11.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.12.m11.1.1.2.cmml" xref="Sx4.SSx1.p2.12.m11.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p2.12.m11.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.12.m11.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.12.m11.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.12.m11.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> on each channel independently and average these four <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.13.m12.1"><semantics id="Sx4.SSx1.p2.13.m12.1a"><msup id="Sx4.SSx1.p2.13.m12.1.1" xref="Sx4.SSx1.p2.13.m12.1.1.cmml"><mi id="Sx4.SSx1.p2.13.m12.1.1.2" xref="Sx4.SSx1.p2.13.m12.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p2.13.m12.1.1.3" xref="Sx4.SSx1.p2.13.m12.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.13.m12.1b"><apply id="Sx4.SSx1.p2.13.m12.1.1.cmml" xref="Sx4.SSx1.p2.13.m12.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.13.m12.1.1.1.cmml" xref="Sx4.SSx1.p2.13.m12.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.13.m12.1.1.2.cmml" xref="Sx4.SSx1.p2.13.m12.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p2.13.m12.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.13.m12.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.13.m12.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.13.m12.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> as the final <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.14.m13.1"><semantics id="Sx4.SSx1.p2.14.m13.1a"><msubsup id="Sx4.SSx1.p2.14.m13.1.1" xref="Sx4.SSx1.p2.14.m13.1.1.cmml"><mi id="Sx4.SSx1.p2.14.m13.1.1.2.2" xref="Sx4.SSx1.p2.14.m13.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx1.p2.14.m13.1.1.2.3" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.cmml"><mi id="Sx4.SSx1.p2.14.m13.1.1.2.3.2" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx1.p2.14.m13.1.1.2.3.1" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p2.14.m13.1.1.2.3.3" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx1.p2.14.m13.1.1.3" xref="Sx4.SSx1.p2.14.m13.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.14.m13.1b"><apply id="Sx4.SSx1.p2.14.m13.1.1.cmml" xref="Sx4.SSx1.p2.14.m13.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.14.m13.1.1.1.cmml" xref="Sx4.SSx1.p2.14.m13.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.14.m13.1.1.2.cmml" xref="Sx4.SSx1.p2.14.m13.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.14.m13.1.1.2.1.cmml" xref="Sx4.SSx1.p2.14.m13.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.14.m13.1.1.2.2.cmml" xref="Sx4.SSx1.p2.14.m13.1.1.2.2">𝑅</ci><apply id="Sx4.SSx1.p2.14.m13.1.1.2.3.cmml" xref="Sx4.SSx1.p2.14.m13.1.1.2.3"><times id="Sx4.SSx1.p2.14.m13.1.1.2.3.1.cmml" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.1"></times><ci id="Sx4.SSx1.p2.14.m13.1.1.2.3.2.cmml" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx1.p2.14.m13.1.1.2.3.3.cmml" xref="Sx4.SSx1.p2.14.m13.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx1.p2.14.m13.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.14.m13.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.14.m13.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.14.m13.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>. In <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.15.m14.1"><semantics id="Sx4.SSx1.p2.15.m14.1a"><msubsup id="Sx4.SSx1.p2.15.m14.1.1" xref="Sx4.SSx1.p2.15.m14.1.1.cmml"><mi id="Sx4.SSx1.p2.15.m14.1.1.2.2" xref="Sx4.SSx1.p2.15.m14.1.1.2.2.cmml">R</mi><mi id="Sx4.SSx1.p2.15.m14.1.1.2.3" xref="Sx4.SSx1.p2.15.m14.1.1.2.3.cmml">f</mi><mn id="Sx4.SSx1.p2.15.m14.1.1.3" xref="Sx4.SSx1.p2.15.m14.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.15.m14.1b"><apply id="Sx4.SSx1.p2.15.m14.1.1.cmml" xref="Sx4.SSx1.p2.15.m14.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.15.m14.1.1.1.cmml" xref="Sx4.SSx1.p2.15.m14.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.15.m14.1.1.2.cmml" xref="Sx4.SSx1.p2.15.m14.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.15.m14.1.1.2.1.cmml" xref="Sx4.SSx1.p2.15.m14.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.15.m14.1.1.2.2.cmml" xref="Sx4.SSx1.p2.15.m14.1.1.2.2">𝑅</ci><ci id="Sx4.SSx1.p2.15.m14.1.1.2.3.cmml" xref="Sx4.SSx1.p2.15.m14.1.1.2.3">𝑓</ci></apply><cn id="Sx4.SSx1.p2.15.m14.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.15.m14.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.15.m14.1c">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.15.m14.1d">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, we flatten the data to <math alttext="\mathbb{R}^{4n}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.16.m15.1"><semantics id="Sx4.SSx1.p2.16.m15.1a"><msup id="Sx4.SSx1.p2.16.m15.1.1" xref="Sx4.SSx1.p2.16.m15.1.1.cmml"><mi id="Sx4.SSx1.p2.16.m15.1.1.2" xref="Sx4.SSx1.p2.16.m15.1.1.2.cmml">ℝ</mi><mrow id="Sx4.SSx1.p2.16.m15.1.1.3" xref="Sx4.SSx1.p2.16.m15.1.1.3.cmml"><mn id="Sx4.SSx1.p2.16.m15.1.1.3.2" xref="Sx4.SSx1.p2.16.m15.1.1.3.2.cmml">4</mn><mo id="Sx4.SSx1.p2.16.m15.1.1.3.1" xref="Sx4.SSx1.p2.16.m15.1.1.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p2.16.m15.1.1.3.3" xref="Sx4.SSx1.p2.16.m15.1.1.3.3.cmml">n</mi></mrow></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.16.m15.1b"><apply id="Sx4.SSx1.p2.16.m15.1.1.cmml" xref="Sx4.SSx1.p2.16.m15.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.16.m15.1.1.1.cmml" xref="Sx4.SSx1.p2.16.m15.1.1">superscript</csymbol><ci id="Sx4.SSx1.p2.16.m15.1.1.2.cmml" xref="Sx4.SSx1.p2.16.m15.1.1.2">ℝ</ci><apply id="Sx4.SSx1.p2.16.m15.1.1.3.cmml" xref="Sx4.SSx1.p2.16.m15.1.1.3"><times id="Sx4.SSx1.p2.16.m15.1.1.3.1.cmml" xref="Sx4.SSx1.p2.16.m15.1.1.3.1"></times><cn id="Sx4.SSx1.p2.16.m15.1.1.3.2.cmml" type="integer" xref="Sx4.SSx1.p2.16.m15.1.1.3.2">4</cn><ci id="Sx4.SSx1.p2.16.m15.1.1.3.3.cmml" xref="Sx4.SSx1.p2.16.m15.1.1.3.3">𝑛</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.16.m15.1c">\mathbb{R}^{4n}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.16.m15.1d">blackboard_R start_POSTSUPERSCRIPT 4 italic_n end_POSTSUPERSCRIPT</annotation></semantics></math>, merging four different channels together and the number of nodes increases from <math alttext="n" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.17.m16.1"><semantics id="Sx4.SSx1.p2.17.m16.1a"><mi id="Sx4.SSx1.p2.17.m16.1.1" xref="Sx4.SSx1.p2.17.m16.1.1.cmml">n</mi><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.17.m16.1b"><ci id="Sx4.SSx1.p2.17.m16.1.1.cmml" xref="Sx4.SSx1.p2.17.m16.1.1">𝑛</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.17.m16.1c">n</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.17.m16.1d">italic_n</annotation></semantics></math> to <math alttext="4n" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.18.m17.1"><semantics id="Sx4.SSx1.p2.18.m17.1a"><mrow id="Sx4.SSx1.p2.18.m17.1.1" xref="Sx4.SSx1.p2.18.m17.1.1.cmml"><mn id="Sx4.SSx1.p2.18.m17.1.1.2" xref="Sx4.SSx1.p2.18.m17.1.1.2.cmml">4</mn><mo id="Sx4.SSx1.p2.18.m17.1.1.1" xref="Sx4.SSx1.p2.18.m17.1.1.1.cmml">⁢</mo><mi id="Sx4.SSx1.p2.18.m17.1.1.3" xref="Sx4.SSx1.p2.18.m17.1.1.3.cmml">n</mi></mrow><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.18.m17.1b"><apply id="Sx4.SSx1.p2.18.m17.1.1.cmml" xref="Sx4.SSx1.p2.18.m17.1.1"><times id="Sx4.SSx1.p2.18.m17.1.1.1.cmml" xref="Sx4.SSx1.p2.18.m17.1.1.1"></times><cn id="Sx4.SSx1.p2.18.m17.1.1.2.cmml" type="integer" xref="Sx4.SSx1.p2.18.m17.1.1.2">4</cn><ci id="Sx4.SSx1.p2.18.m17.1.1.3.cmml" xref="Sx4.SSx1.p2.18.m17.1.1.3">𝑛</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.18.m17.1c">4n</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.18.m17.1d">4 italic_n</annotation></semantics></math>. Under <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.19.m18.1"><semantics id="Sx4.SSx1.p2.19.m18.1a"><msubsup id="Sx4.SSx1.p2.19.m18.1.1" xref="Sx4.SSx1.p2.19.m18.1.1.cmml"><mi id="Sx4.SSx1.p2.19.m18.1.1.2.2" xref="Sx4.SSx1.p2.19.m18.1.1.2.2.cmml">R</mi><mi id="Sx4.SSx1.p2.19.m18.1.1.2.3" xref="Sx4.SSx1.p2.19.m18.1.1.2.3.cmml">f</mi><mn id="Sx4.SSx1.p2.19.m18.1.1.3" xref="Sx4.SSx1.p2.19.m18.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.19.m18.1b"><apply id="Sx4.SSx1.p2.19.m18.1.1.cmml" xref="Sx4.SSx1.p2.19.m18.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.19.m18.1.1.1.cmml" xref="Sx4.SSx1.p2.19.m18.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.19.m18.1.1.2.cmml" xref="Sx4.SSx1.p2.19.m18.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.19.m18.1.1.2.1.cmml" xref="Sx4.SSx1.p2.19.m18.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.19.m18.1.1.2.2.cmml" xref="Sx4.SSx1.p2.19.m18.1.1.2.2">𝑅</ci><ci id="Sx4.SSx1.p2.19.m18.1.1.2.3.cmml" xref="Sx4.SSx1.p2.19.m18.1.1.2.3">𝑓</ci></apply><cn id="Sx4.SSx1.p2.19.m18.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.19.m18.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.19.m18.1c">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.19.m18.1d">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, previous method achieves 0.866. However, under <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p2.20.m19.1"><semantics id="Sx4.SSx1.p2.20.m19.1a"><msubsup id="Sx4.SSx1.p2.20.m19.1.1" xref="Sx4.SSx1.p2.20.m19.1.1.cmml"><mi id="Sx4.SSx1.p2.20.m19.1.1.2.2" xref="Sx4.SSx1.p2.20.m19.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx1.p2.20.m19.1.1.2.3" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.cmml"><mi id="Sx4.SSx1.p2.20.m19.1.1.2.3.2" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx1.p2.20.m19.1.1.2.3.1" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p2.20.m19.1.1.2.3.3" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx1.p2.20.m19.1.1.3" xref="Sx4.SSx1.p2.20.m19.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p2.20.m19.1b"><apply id="Sx4.SSx1.p2.20.m19.1.1.cmml" xref="Sx4.SSx1.p2.20.m19.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.20.m19.1.1.1.cmml" xref="Sx4.SSx1.p2.20.m19.1.1">superscript</csymbol><apply id="Sx4.SSx1.p2.20.m19.1.1.2.cmml" xref="Sx4.SSx1.p2.20.m19.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p2.20.m19.1.1.2.1.cmml" xref="Sx4.SSx1.p2.20.m19.1.1">subscript</csymbol><ci id="Sx4.SSx1.p2.20.m19.1.1.2.2.cmml" xref="Sx4.SSx1.p2.20.m19.1.1.2.2">𝑅</ci><apply id="Sx4.SSx1.p2.20.m19.1.1.2.3.cmml" xref="Sx4.SSx1.p2.20.m19.1.1.2.3"><times id="Sx4.SSx1.p2.20.m19.1.1.2.3.1.cmml" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.1"></times><ci id="Sx4.SSx1.p2.20.m19.1.1.2.3.2.cmml" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx1.p2.20.m19.1.1.2.3.3.cmml" xref="Sx4.SSx1.p2.20.m19.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx1.p2.20.m19.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p2.20.m19.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p2.20.m19.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p2.20.m19.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, it only achieves 0.576. </div> <figure class="ltx_table" id="Sx4.T4"> <table class="ltx_tabular ltx_centering ltx_align_middle" id="Sx4.T4.48"> <tr class="ltx_tr" id="Sx4.T4.6.6"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_tt" colspan="2" id="Sx4.T4.6.6.7" rowspan="2"> Dataset</td> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_tt" colspan="2" id="Sx4.T4.2.2.2"> <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="Sx4.T4.1.1.1.m1.1"><semantics id="Sx4.T4.1.1.1.m1.1a"><msubsup id="Sx4.T4.1.1.1.m1.1.1" xref="Sx4.T4.1.1.1.m1.1.1.cmml"><mi id="Sx4.T4.1.1.1.m1.1.1.2.2" xref="Sx4.T4.1.1.1.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.T4.1.1.1.m1.1.1.3" xref="Sx4.T4.1.1.1.m1.1.1.3.cmml"><mi id="Sx4.T4.1.1.1.m1.1.1.3.2" xref="Sx4.T4.1.1.1.m1.1.1.3.2.cmml">u</mi><mo id="Sx4.T4.1.1.1.m1.1.1.3.1" xref="Sx4.T4.1.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx4.T4.1.1.1.m1.1.1.3.3" xref="Sx4.T4.1.1.1.m1.1.1.3.3.cmml">f</mi></mrow><mn id="Sx4.T4.1.1.1.m1.1.1.2.3" xref="Sx4.T4.1.1.1.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.T4.1.1.1.m1.1b"><apply id="Sx4.T4.1.1.1.m1.1.1.cmml" xref="Sx4.T4.1.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T4.1.1.1.m1.1.1.1.cmml" xref="Sx4.T4.1.1.1.m1.1.1">subscript</csymbol><apply id="Sx4.T4.1.1.1.m1.1.1.2.cmml" xref="Sx4.T4.1.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T4.1.1.1.m1.1.1.2.1.cmml" xref="Sx4.T4.1.1.1.m1.1.1">superscript</csymbol><ci id="Sx4.T4.1.1.1.m1.1.1.2.2.cmml" xref="Sx4.T4.1.1.1.m1.1.1.2.2">𝑅</ci><cn id="Sx4.T4.1.1.1.m1.1.1.2.3.cmml" type="integer" xref="Sx4.T4.1.1.1.m1.1.1.2.3">2</cn></apply><apply id="Sx4.T4.1.1.1.m1.1.1.3.cmml" xref="Sx4.T4.1.1.1.m1.1.1.3"><times id="Sx4.T4.1.1.1.m1.1.1.3.1.cmml" xref="Sx4.T4.1.1.1.m1.1.1.3.1"></times><ci id="Sx4.T4.1.1.1.m1.1.1.3.2.cmml" xref="Sx4.T4.1.1.1.m1.1.1.3.2">𝑢</ci><ci id="Sx4.T4.1.1.1.m1.1.1.3.3.cmml" xref="Sx4.T4.1.1.1.m1.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.1.1.1.m1.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.1.1.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> slew (<math alttext="\uparrow" class="ltx_Math" display="inline" id="Sx4.T4.2.2.2.m2.1"><semantics id="Sx4.T4.2.2.2.m2.1a"><mo id="Sx4.T4.2.2.2.m2.1.1" stretchy="false" xref="Sx4.T4.2.2.2.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.2.2.2.m2.1b"><ci id="Sx4.T4.2.2.2.m2.1.1.cmml" xref="Sx4.T4.2.2.2.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.2.2.2.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.2.2.2.m2.1d">↑</annotation></semantics></math>)</td> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_tt" colspan="2" id="Sx4.T4.4.4.4"> <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="Sx4.T4.3.3.3.m1.1"><semantics id="Sx4.T4.3.3.3.m1.1a"><msubsup id="Sx4.T4.3.3.3.m1.1.1" xref="Sx4.T4.3.3.3.m1.1.1.cmml"><mi id="Sx4.T4.3.3.3.m1.1.1.2.2" xref="Sx4.T4.3.3.3.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.T4.3.3.3.m1.1.1.3" xref="Sx4.T4.3.3.3.m1.1.1.3.cmml"><mi id="Sx4.T4.3.3.3.m1.1.1.3.2" xref="Sx4.T4.3.3.3.m1.1.1.3.2.cmml">u</mi><mo id="Sx4.T4.3.3.3.m1.1.1.3.1" xref="Sx4.T4.3.3.3.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx4.T4.3.3.3.m1.1.1.3.3" xref="Sx4.T4.3.3.3.m1.1.1.3.3.cmml">f</mi></mrow><mn id="Sx4.T4.3.3.3.m1.1.1.2.3" xref="Sx4.T4.3.3.3.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.T4.3.3.3.m1.1b"><apply id="Sx4.T4.3.3.3.m1.1.1.cmml" xref="Sx4.T4.3.3.3.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T4.3.3.3.m1.1.1.1.cmml" xref="Sx4.T4.3.3.3.m1.1.1">subscript</csymbol><apply id="Sx4.T4.3.3.3.m1.1.1.2.cmml" xref="Sx4.T4.3.3.3.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T4.3.3.3.m1.1.1.2.1.cmml" xref="Sx4.T4.3.3.3.m1.1.1">superscript</csymbol><ci id="Sx4.T4.3.3.3.m1.1.1.2.2.cmml" xref="Sx4.T4.3.3.3.m1.1.1.2.2">𝑅</ci><cn id="Sx4.T4.3.3.3.m1.1.1.2.3.cmml" type="integer" xref="Sx4.T4.3.3.3.m1.1.1.2.3">2</cn></apply><apply id="Sx4.T4.3.3.3.m1.1.1.3.cmml" xref="Sx4.T4.3.3.3.m1.1.1.3"><times id="Sx4.T4.3.3.3.m1.1.1.3.1.cmml" xref="Sx4.T4.3.3.3.m1.1.1.3.1"></times><ci id="Sx4.T4.3.3.3.m1.1.1.3.2.cmml" xref="Sx4.T4.3.3.3.m1.1.1.3.2">𝑢</ci><ci id="Sx4.T4.3.3.3.m1.1.1.3.3.cmml" xref="Sx4.T4.3.3.3.m1.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.3.3.3.m1.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.3.3.3.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> net delay (<math alttext="\uparrow" class="ltx_Math" display="inline" id="Sx4.T4.4.4.4.m2.1"><semantics id="Sx4.T4.4.4.4.m2.1a"><mo id="Sx4.T4.4.4.4.m2.1.1" stretchy="false" xref="Sx4.T4.4.4.4.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.4.4.4.m2.1b"><ci id="Sx4.T4.4.4.4.m2.1.1.cmml" xref="Sx4.T4.4.4.4.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.4.4.4.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.4.4.4.m2.1d">↑</annotation></semantics></math>)</td> <td class="ltx_td ltx_align_center ltx_border_tt" colspan="2" id="Sx4.T4.6.6.6"> <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="Sx4.T4.5.5.5.m1.1"><semantics id="Sx4.T4.5.5.5.m1.1a"><msubsup id="Sx4.T4.5.5.5.m1.1.1" xref="Sx4.T4.5.5.5.m1.1.1.cmml"><mi id="Sx4.T4.5.5.5.m1.1.1.2.2" xref="Sx4.T4.5.5.5.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.T4.5.5.5.m1.1.1.3" xref="Sx4.T4.5.5.5.m1.1.1.3.cmml"><mi id="Sx4.T4.5.5.5.m1.1.1.3.2" xref="Sx4.T4.5.5.5.m1.1.1.3.2.cmml">u</mi><mo id="Sx4.T4.5.5.5.m1.1.1.3.1" xref="Sx4.T4.5.5.5.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx4.T4.5.5.5.m1.1.1.3.3" xref="Sx4.T4.5.5.5.m1.1.1.3.3.cmml">f</mi></mrow><mn id="Sx4.T4.5.5.5.m1.1.1.2.3" xref="Sx4.T4.5.5.5.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.T4.5.5.5.m1.1b"><apply id="Sx4.T4.5.5.5.m1.1.1.cmml" xref="Sx4.T4.5.5.5.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T4.5.5.5.m1.1.1.1.cmml" xref="Sx4.T4.5.5.5.m1.1.1">subscript</csymbol><apply id="Sx4.T4.5.5.5.m1.1.1.2.cmml" xref="Sx4.T4.5.5.5.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T4.5.5.5.m1.1.1.2.1.cmml" xref="Sx4.T4.5.5.5.m1.1.1">superscript</csymbol><ci id="Sx4.T4.5.5.5.m1.1.1.2.2.cmml" xref="Sx4.T4.5.5.5.m1.1.1.2.2">𝑅</ci><cn id="Sx4.T4.5.5.5.m1.1.1.2.3.cmml" type="integer" xref="Sx4.T4.5.5.5.m1.1.1.2.3">2</cn></apply><apply id="Sx4.T4.5.5.5.m1.1.1.3.cmml" xref="Sx4.T4.5.5.5.m1.1.1.3"><times id="Sx4.T4.5.5.5.m1.1.1.3.1.cmml" xref="Sx4.T4.5.5.5.m1.1.1.3.1"></times><ci id="Sx4.T4.5.5.5.m1.1.1.3.2.cmml" xref="Sx4.T4.5.5.5.m1.1.1.3.2">𝑢</ci><ci id="Sx4.T4.5.5.5.m1.1.1.3.3.cmml" xref="Sx4.T4.5.5.5.m1.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.5.5.5.m1.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.5.5.5.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> cell delay (<math alttext="\uparrow" class="ltx_Math" display="inline" id="Sx4.T4.6.6.6.m2.1"><semantics id="Sx4.T4.6.6.6.m2.1a"><mo id="Sx4.T4.6.6.6.m2.1.1" stretchy="false" xref="Sx4.T4.6.6.6.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.6.6.6.m2.1b"><ci id="Sx4.T4.6.6.6.m2.1.1.cmml" xref="Sx4.T4.6.6.6.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.6.6.6.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.6.6.6.m2.1d">↑</annotation></semantics></math>)</td> </tr> <tr class="ltx_tr" id="Sx4.T4.48.49"> <td class="ltx_td ltx_align_center" id="Sx4.T4.48.49.1">TimingGCN</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.48.49.2">PreRoutGNN</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.48.49.3">TimingGCN</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.48.49.4">PreRoutGNN</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.48.49.5">TimingGCN</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.48.49.6">PreRoutGNN</td> </tr> <tr class="ltx_tr" id="Sx4.T4.12.12"> <td class="ltx_td ltx_align_left ltx_border_t" id="Sx4.T4.12.12.7" rowspan="7"> test </td> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_t" id="Sx4.T4.12.12.8">aes192</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.7.7.1">0.816 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.7.7.1.m1.1"><semantics id="Sx4.T4.7.7.1.m1.1a"><mo id="Sx4.T4.7.7.1.m1.1.1" xref="Sx4.T4.7.7.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.7.7.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.7.7.1.m1.1.1.cmml" xref="Sx4.T4.7.7.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.7.7.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.7.7.1.m1.1d">±</annotation></semantics></math> 0.037</td> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" id="Sx4.T4.8.8.2">0.967 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.8.8.2.1.m1.1"><semantics id="Sx4.T4.8.8.2.1.m1.1a"><mo id="Sx4.T4.8.8.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.8.8.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.8.8.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.8.8.2.1.m1.1.1.cmml" xref="Sx4.T4.8.8.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.8.8.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.8.8.2.1.m1.1d">±</annotation></semantics></math> 0.005</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.9.9.3">0.954 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.9.9.3.m1.1"><semantics id="Sx4.T4.9.9.3.m1.1a"><mo id="Sx4.T4.9.9.3.m1.1.1" xref="Sx4.T4.9.9.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.9.9.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.9.9.3.m1.1.1.cmml" xref="Sx4.T4.9.9.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.9.9.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.9.9.3.m1.1d">±</annotation></semantics></math> 0.010</td> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" id="Sx4.T4.10.10.4">0.979 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.10.10.4.1.m1.1"><semantics id="Sx4.T4.10.10.4.1.m1.1a"><mo id="Sx4.T4.10.10.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.10.10.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.10.10.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.10.10.4.1.m1.1.1.cmml" xref="Sx4.T4.10.10.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.10.10.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.10.10.4.1.m1.1d">±</annotation></semantics></math> 0.001</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.11.11.5">0.702 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.11.11.5.m1.1"><semantics id="Sx4.T4.11.11.5.m1.1a"><mo id="Sx4.T4.11.11.5.m1.1.1" xref="Sx4.T4.11.11.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.11.11.5.m1.1b"><csymbol cd="latexml" id="Sx4.T4.11.11.5.m1.1.1.cmml" xref="Sx4.T4.11.11.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.11.11.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.11.11.5.m1.1d">±</annotation></semantics></math> 0.244</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.12.12.6">0.975 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.12.12.6.1.m1.1"><semantics id="Sx4.T4.12.12.6.1.m1.1a"><mo id="Sx4.T4.12.12.6.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.12.12.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.12.12.6.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.12.12.6.1.m1.1.1.cmml" xref="Sx4.T4.12.12.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.12.12.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.12.12.6.1.m1.1d">±</annotation></semantics></math> 0.005</td> </tr> <tr class="ltx_tr" id="Sx4.T4.18.18"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T4.18.18.7">jpeg_encoder</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.13.13.1">0.783 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.13.13.1.m1.1"><semantics id="Sx4.T4.13.13.1.m1.1a"><mo id="Sx4.T4.13.13.1.m1.1.1" xref="Sx4.T4.13.13.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.13.13.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.13.13.1.m1.1.1.cmml" xref="Sx4.T4.13.13.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.13.13.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.13.13.1.m1.1d">±</annotation></semantics></math> 0.038</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.14.14.2">0.949 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.14.14.2.1.m1.1"><semantics id="Sx4.T4.14.14.2.1.m1.1a"><mo id="Sx4.T4.14.14.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.14.14.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.14.14.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.14.14.2.1.m1.1.1.cmml" xref="Sx4.T4.14.14.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.14.14.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.14.14.2.1.m1.1d">±</annotation></semantics></math> 0.000</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.15.15.3">0.966 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.15.15.3.m1.1"><semantics id="Sx4.T4.15.15.3.m1.1a"><mo id="Sx4.T4.15.15.3.m1.1.1" xref="Sx4.T4.15.15.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.15.15.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.15.15.3.m1.1.1.cmml" xref="Sx4.T4.15.15.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.15.15.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.15.15.3.m1.1d">±</annotation></semantics></math> 0.004</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.16.16.4">0.981 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.16.16.4.1.m1.1"><semantics id="Sx4.T4.16.16.4.1.m1.1a"><mo id="Sx4.T4.16.16.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.16.16.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.16.16.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.16.16.4.1.m1.1.1.cmml" xref="Sx4.T4.16.16.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.16.16.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.16.16.4.1.m1.1d">±</annotation></semantics></math> 0.001</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.17.17.5">0.636 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.17.17.5.m1.1"><semantics id="Sx4.T4.17.17.5.m1.1a"><mo id="Sx4.T4.17.17.5.m1.1.1" xref="Sx4.T4.17.17.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.17.17.5.m1.1b"><csymbol cd="latexml" id="Sx4.T4.17.17.5.m1.1.1.cmml" xref="Sx4.T4.17.17.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.17.17.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.17.17.5.m1.1d">±</annotation></semantics></math> 0.233</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.18.18.6">0.947 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.18.18.6.1.m1.1"><semantics id="Sx4.T4.18.18.6.1.m1.1a"><mo id="Sx4.T4.18.18.6.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.18.18.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.18.18.6.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.18.18.6.1.m1.1.1.cmml" xref="Sx4.T4.18.18.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.18.18.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.18.18.6.1.m1.1d">±</annotation></semantics></math> 0.011</td> </tr> <tr class="ltx_tr" id="Sx4.T4.24.24"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T4.24.24.7">spm</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.19.19.1">0.904 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.19.19.1.m1.1"><semantics id="Sx4.T4.19.19.1.m1.1a"><mo id="Sx4.T4.19.19.1.m1.1.1" xref="Sx4.T4.19.19.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.19.19.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.19.19.1.m1.1.1.cmml" xref="Sx4.T4.19.19.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.19.19.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.19.19.1.m1.1d">±</annotation></semantics></math> 0.017</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.20.20.2">0.981 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.20.20.2.1.m1.1"><semantics id="Sx4.T4.20.20.2.1.m1.1a"><mo id="Sx4.T4.20.20.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.20.20.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.20.20.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.20.20.2.1.m1.1.1.cmml" xref="Sx4.T4.20.20.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.20.20.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.20.20.2.1.m1.1d">±</annotation></semantics></math> 0.001</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.21.21.3">0.920 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.21.21.3.m1.1"><semantics id="Sx4.T4.21.21.3.m1.1a"><mo id="Sx4.T4.21.21.3.m1.1.1" xref="Sx4.T4.21.21.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.21.21.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.21.21.3.m1.1.1.cmml" xref="Sx4.T4.21.21.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.21.21.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.21.21.3.m1.1d">±</annotation></semantics></math> 0.010</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.22.22.4">0.940 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.22.22.4.1.m1.1"><semantics id="Sx4.T4.22.22.4.1.m1.1a"><mo id="Sx4.T4.22.22.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.22.22.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.22.22.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.22.22.4.1.m1.1.1.cmml" xref="Sx4.T4.22.22.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.22.22.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.22.22.4.1.m1.1d">±</annotation></semantics></math> 0.019</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.23.23.5">0.831 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.23.23.5.m1.1"><semantics id="Sx4.T4.23.23.5.m1.1a"><mo id="Sx4.T4.23.23.5.m1.1.1" xref="Sx4.T4.23.23.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.23.23.5.m1.1b"><csymbol cd="latexml" id="Sx4.T4.23.23.5.m1.1.1.cmml" xref="Sx4.T4.23.23.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.23.23.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.23.23.5.m1.1d">±</annotation></semantics></math> 0.037</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.24.24.6">0.981 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.24.24.6.1.m1.1"><semantics id="Sx4.T4.24.24.6.1.m1.1a"><mo id="Sx4.T4.24.24.6.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.24.24.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.24.24.6.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.24.24.6.1.m1.1.1.cmml" xref="Sx4.T4.24.24.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.24.24.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.24.24.6.1.m1.1d">±</annotation></semantics></math> 0.003</td> </tr> <tr class="ltx_tr" id="Sx4.T4.30.30"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T4.30.30.7">synth_ram</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.25.25.1">0.764 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.25.25.1.m1.1"><semantics id="Sx4.T4.25.25.1.m1.1a"><mo id="Sx4.T4.25.25.1.m1.1.1" xref="Sx4.T4.25.25.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.25.25.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.25.25.1.m1.1.1.cmml" xref="Sx4.T4.25.25.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.25.25.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.25.25.1.m1.1d">±</annotation></semantics></math> 0.042</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.26.26.2">0.846 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.26.26.2.1.m1.1"><semantics id="Sx4.T4.26.26.2.1.m1.1a"><mo id="Sx4.T4.26.26.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.26.26.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.26.26.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.26.26.2.1.m1.1.1.cmml" xref="Sx4.T4.26.26.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.26.26.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.26.26.2.1.m1.1d">±</annotation></semantics></math> 0.073</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.27.27.3">0.929 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.27.27.3.m1.1"><semantics id="Sx4.T4.27.27.3.m1.1a"><mo id="Sx4.T4.27.27.3.m1.1.1" xref="Sx4.T4.27.27.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.27.27.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.27.27.3.m1.1.1.cmml" xref="Sx4.T4.27.27.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.27.27.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.27.27.3.m1.1d">±</annotation></semantics></math> 0.014</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.28.28.4">0.974 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.28.28.4.1.m1.1"><semantics id="Sx4.T4.28.28.4.1.m1.1a"><mo id="Sx4.T4.28.28.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.28.28.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.28.28.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.28.28.4.1.m1.1.1.cmml" xref="Sx4.T4.28.28.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.28.28.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.28.28.4.1.m1.1d">±</annotation></semantics></math> 0.001</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.29.29.5">0.533 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.29.29.5.m1.1"><semantics id="Sx4.T4.29.29.5.m1.1a"><mo id="Sx4.T4.29.29.5.m1.1.1" xref="Sx4.T4.29.29.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.29.29.5.m1.1b"><csymbol cd="latexml" id="Sx4.T4.29.29.5.m1.1.1.cmml" xref="Sx4.T4.29.29.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.29.29.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.29.29.5.m1.1d">±</annotation></semantics></math> 0.332</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.30.30.6">0.682 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.30.30.6.1.m1.1"><semantics id="Sx4.T4.30.30.6.1.m1.1a"><mo id="Sx4.T4.30.30.6.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.30.30.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.30.30.6.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.30.30.6.1.m1.1.1.cmml" xref="Sx4.T4.30.30.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.30.30.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.30.30.6.1.m1.1d">±</annotation></semantics></math> 0.249</td> </tr> <tr class="ltx_tr" id="Sx4.T4.36.36"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T4.36.36.7">usbf_device</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.31.31.1">0.859 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.31.31.1.m1.1"><semantics id="Sx4.T4.31.31.1.m1.1a"><mo id="Sx4.T4.31.31.1.m1.1.1" xref="Sx4.T4.31.31.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.31.31.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.31.31.1.m1.1.1.cmml" xref="Sx4.T4.31.31.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.31.31.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.31.31.1.m1.1d">±</annotation></semantics></math> 0.023</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.32.32.2">0.924 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.32.32.2.1.m1.1"><semantics id="Sx4.T4.32.32.2.1.m1.1a"><mo id="Sx4.T4.32.32.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.32.32.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.32.32.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.32.32.2.1.m1.1.1.cmml" xref="Sx4.T4.32.32.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.32.32.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.32.32.2.1.m1.1d">±</annotation></semantics></math> 0.005</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.33.33.3">0.968 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.33.33.3.m1.1"><semantics id="Sx4.T4.33.33.3.m1.1a"><mo id="Sx4.T4.33.33.3.m1.1.1" xref="Sx4.T4.33.33.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.33.33.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.33.33.3.m1.1.1.cmml" xref="Sx4.T4.33.33.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.33.33.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.33.33.3.m1.1d">±</annotation></semantics></math> 0.001</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.34.34.4">0.970 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.34.34.4.1.m1.1"><semantics id="Sx4.T4.34.34.4.1.m1.1a"><mo id="Sx4.T4.34.34.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.34.34.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.34.34.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.34.34.4.1.m1.1.1.cmml" xref="Sx4.T4.34.34.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.34.34.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.34.34.4.1.m1.1d">±</annotation></semantics></math> 0.003</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.35.35.5">0.824 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.35.35.5.m1.1"><semantics id="Sx4.T4.35.35.5.m1.1a"><mo id="Sx4.T4.35.35.5.m1.1.1" xref="Sx4.T4.35.35.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.35.35.5.m1.1b"><csymbol cd="latexml" id="Sx4.T4.35.35.5.m1.1.1.cmml" xref="Sx4.T4.35.35.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.35.35.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.35.35.5.m1.1d">±</annotation></semantics></math> 0.072</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.36.36.6">0.976 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.36.36.6.1.m1.1"><semantics id="Sx4.T4.36.36.6.1.m1.1a"><mo id="Sx4.T4.36.36.6.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.36.36.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.36.36.6.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.36.36.6.1.m1.1.1.cmml" xref="Sx4.T4.36.36.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.36.36.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.36.36.6.1.m1.1d">±</annotation></semantics></math> 0.004</td> </tr> <tr class="ltx_tr" id="Sx4.T4.42.42"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T4.42.42.7">xtea</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.37.37.1">0.824 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.37.37.1.m1.1"><semantics id="Sx4.T4.37.37.1.m1.1a"><mo id="Sx4.T4.37.37.1.m1.1.1" xref="Sx4.T4.37.37.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.37.37.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.37.37.1.m1.1.1.cmml" xref="Sx4.T4.37.37.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.37.37.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.37.37.1.m1.1d">±</annotation></semantics></math> 0.072</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.38.38.2">0.978 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.38.38.2.1.m1.1"><semantics id="Sx4.T4.38.38.2.1.m1.1a"><mo id="Sx4.T4.38.38.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.38.38.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.38.38.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.38.38.2.1.m1.1.1.cmml" xref="Sx4.T4.38.38.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.38.38.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.38.38.2.1.m1.1d">±</annotation></semantics></math> 0.002</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.39.39.3">0.944 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.39.39.3.m1.1"><semantics id="Sx4.T4.39.39.3.m1.1a"><mo id="Sx4.T4.39.39.3.m1.1.1" xref="Sx4.T4.39.39.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.39.39.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.39.39.3.m1.1.1.cmml" xref="Sx4.T4.39.39.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.39.39.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.39.39.3.m1.1d">±</annotation></semantics></math> 0.011</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.40.40.4">0.963 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.40.40.4.1.m1.1"><semantics id="Sx4.T4.40.40.4.1.m1.1a"><mo id="Sx4.T4.40.40.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.40.40.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.40.40.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.40.40.4.1.m1.1.1.cmml" xref="Sx4.T4.40.40.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.40.40.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.40.40.4.1.m1.1d">±</annotation></semantics></math> 0.000</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.41.41.5">0.574 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.41.41.5.m1.1"><semantics id="Sx4.T4.41.41.5.m1.1a"><mo id="Sx4.T4.41.41.5.m1.1.1" xref="Sx4.T4.41.41.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.41.41.5.m1.1b"><csymbol cd="latexml" id="Sx4.T4.41.41.5.m1.1.1.cmml" xref="Sx4.T4.41.41.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.41.41.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.41.41.5.m1.1d">±</annotation></semantics></math> 0.303</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.42.42.6">0.968 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.42.42.6.1.m1.1"><semantics id="Sx4.T4.42.42.6.1.m1.1a"><mo id="Sx4.T4.42.42.6.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.42.42.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.42.42.6.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.42.42.6.1.m1.1.1.cmml" xref="Sx4.T4.42.42.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.42.42.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.42.42.6.1.m1.1d">±</annotation></semantics></math> 0.007</td> </tr> <tr class="ltx_tr" id="Sx4.T4.48.48"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T4.48.48.7">y_huff</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.43.43.1">0.880 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.43.43.1.m1.1"><semantics id="Sx4.T4.43.43.1.m1.1a"><mo id="Sx4.T4.43.43.1.m1.1.1" xref="Sx4.T4.43.43.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.43.43.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.43.43.1.m1.1.1.cmml" xref="Sx4.T4.43.43.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.43.43.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.43.43.1.m1.1d">±</annotation></semantics></math> 0.026</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.44.44.2">0.896 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.44.44.2.1.m1.1"><semantics id="Sx4.T4.44.44.2.1.m1.1a"><mo id="Sx4.T4.44.44.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.44.44.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.44.44.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.44.44.2.1.m1.1.1.cmml" xref="Sx4.T4.44.44.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.44.44.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.44.44.2.1.m1.1d">±</annotation></semantics></math> 0.002</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.45.45.3">0.940 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.45.45.3.m1.1"><semantics id="Sx4.T4.45.45.3.m1.1a"><mo id="Sx4.T4.45.45.3.m1.1.1" xref="Sx4.T4.45.45.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.45.45.3.m1.1b"><csymbol cd="latexml" id="Sx4.T4.45.45.3.m1.1.1.cmml" xref="Sx4.T4.45.45.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.45.45.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.45.45.3.m1.1d">±</annotation></semantics></math> 0.014</td> <td class="ltx_td ltx_align_center ltx_border_r" id="Sx4.T4.46.46.4">0.964 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.46.46.4.1.m1.1"><semantics id="Sx4.T4.46.46.4.1.m1.1a"><mo id="Sx4.T4.46.46.4.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.46.46.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.46.46.4.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.46.46.4.1.m1.1.1.cmml" xref="Sx4.T4.46.46.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.46.46.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.46.46.4.1.m1.1d">±</annotation></semantics></math> 0.005</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.47.47.5">0.844 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.47.47.5.1.m1.1"><semantics id="Sx4.T4.47.47.5.1.m1.1a"><mo id="Sx4.T4.47.47.5.1.m1.1.1" mathvariant="normal" xref="Sx4.T4.47.47.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.47.47.5.1.m1.1b"><csymbol cd="latexml" id="Sx4.T4.47.47.5.1.m1.1.1.cmml" xref="Sx4.T4.47.47.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.47.47.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.47.47.5.1.m1.1d">±</annotation></semantics></math> 0.066</td> <td class="ltx_td ltx_align_center" id="Sx4.T4.48.48.6">0.813 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T4.48.48.6.m1.1"><semantics id="Sx4.T4.48.48.6.m1.1a"><mo id="Sx4.T4.48.48.6.m1.1.1" xref="Sx4.T4.48.48.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T4.48.48.6.m1.1b"><csymbol cd="latexml" id="Sx4.T4.48.48.6.m1.1.1.cmml" xref="Sx4.T4.48.48.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T4.48.48.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T4.48.48.6.m1.1d">±</annotation></semantics></math> 0.118</td> </tr> <tr class="ltx_tr" id="Sx4.T4.48.50"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" colspan="2" id="Sx4.T4.48.50.1">Avg. train</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.48.50.2">0.883</td> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" id="Sx4.T4.48.50.3">0.968</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.48.50.4">0.982</td> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" id="Sx4.T4.48.50.5">0.992</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.48.50.6">0.832</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T4.48.50.7">0.980</td> </tr> <tr class="ltx_tr" id="Sx4.T4.48.51"> <td class="ltx_td ltx_align_center ltx_border_bb ltx_border_r" colspan="2" id="Sx4.T4.48.51.1">Avg. test</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx4.T4.48.51.2">0.833</td> <td class="ltx_td ltx_align_center ltx_border_bb ltx_border_r" id="Sx4.T4.48.51.3">0.934</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx4.T4.48.51.4">0.946</td> <td class="ltx_td ltx_align_center ltx_border_bb ltx_border_r" id="Sx4.T4.48.51.5">0.967</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx4.T4.48.51.6">0.706</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx4.T4.48.51.7">0.906</td> </tr> </table> <figcaption class="ltx_caption ltx_centering">Table 4: Comparison of other tasks, including prediction of slew, net delay and cell delay. </figcaption> </figure> <div class="ltx_para" id="Sx4.SSx1.p3"> After reforming <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.1.m1.1"><semantics id="Sx4.SSx1.p3.1.m1.1a"><msup id="Sx4.SSx1.p3.1.m1.1.1" xref="Sx4.SSx1.p3.1.m1.1.1.cmml"><mi id="Sx4.SSx1.p3.1.m1.1.1.2" xref="Sx4.SSx1.p3.1.m1.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p3.1.m1.1.1.3" xref="Sx4.SSx1.p3.1.m1.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.1.m1.1b"><apply id="Sx4.SSx1.p3.1.m1.1.1.cmml" xref="Sx4.SSx1.p3.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.1.m1.1.1.1.cmml" xref="Sx4.SSx1.p3.1.m1.1.1">superscript</csymbol><ci id="Sx4.SSx1.p3.1.m1.1.1.2.cmml" xref="Sx4.SSx1.p3.1.m1.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p3.1.m1.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p3.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.1.m1.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> in Eq. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx4.E8" title="8 ‣ Evaluation Protocols ‣ Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">8</a>, we calculate it with VAR (variance) of <math alttext="\mathbf{y}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.2.m2.1"><semantics id="Sx4.SSx1.p3.2.m2.1a"><mi id="Sx4.SSx1.p3.2.m2.1.1" xref="Sx4.SSx1.p3.2.m2.1.1.cmml">𝐲</mi><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.2.m2.1b"><ci id="Sx4.SSx1.p3.2.m2.1.1.cmml" xref="Sx4.SSx1.p3.2.m2.1.1">𝐲</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.2.m2.1c">\mathbf{y}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.2.m2.1d">bold_y</annotation></semantics></math>, MSE(Mean Squared Error) between <math alttext="\mathbf{y}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.3.m3.1"><semantics id="Sx4.SSx1.p3.3.m3.1a"><mi id="Sx4.SSx1.p3.3.m3.1.1" xref="Sx4.SSx1.p3.3.m3.1.1.cmml">𝐲</mi><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.3.m3.1b"><ci id="Sx4.SSx1.p3.3.m3.1.1.cmml" xref="Sx4.SSx1.p3.3.m3.1.1">𝐲</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.3.m3.1c">\mathbf{y}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.3.m3.1d">bold_y</annotation></semantics></math> and <math alttext="\mathbf{\hat{y}}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.4.m4.1"><semantics id="Sx4.SSx1.p3.4.m4.1a"><mover accent="true" id="Sx4.SSx1.p3.4.m4.1.1" xref="Sx4.SSx1.p3.4.m4.1.1.cmml"><mi id="Sx4.SSx1.p3.4.m4.1.1.2" xref="Sx4.SSx1.p3.4.m4.1.1.2.cmml">𝐲</mi><mo id="Sx4.SSx1.p3.4.m4.1.1.1" xref="Sx4.SSx1.p3.4.m4.1.1.1.cmml">^</mo></mover><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.4.m4.1b"><apply id="Sx4.SSx1.p3.4.m4.1.1.cmml" xref="Sx4.SSx1.p3.4.m4.1.1"><ci id="Sx4.SSx1.p3.4.m4.1.1.1.cmml" xref="Sx4.SSx1.p3.4.m4.1.1.1">^</ci><ci id="Sx4.SSx1.p3.4.m4.1.1.2.cmml" xref="Sx4.SSx1.p3.4.m4.1.1.2">𝐲</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.4.m4.1c">\mathbf{\hat{y}}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.4.m4.1d">over^ start_ARG bold_y end_ARG</annotation></semantics></math>. After merging four different channels into a single channel, both MSE and VAR increase, but VAR increases more than MSE, resulting in the improvement of <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.5.m5.1"><semantics id="Sx4.SSx1.p3.5.m5.1a"><msup id="Sx4.SSx1.p3.5.m5.1.1" xref="Sx4.SSx1.p3.5.m5.1.1.cmml"><mi id="Sx4.SSx1.p3.5.m5.1.1.2" xref="Sx4.SSx1.p3.5.m5.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p3.5.m5.1.1.3" xref="Sx4.SSx1.p3.5.m5.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.5.m5.1b"><apply id="Sx4.SSx1.p3.5.m5.1.1.cmml" xref="Sx4.SSx1.p3.5.m5.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.5.m5.1.1.1.cmml" xref="Sx4.SSx1.p3.5.m5.1.1">superscript</csymbol><ci id="Sx4.SSx1.p3.5.m5.1.1.2.cmml" xref="Sx4.SSx1.p3.5.m5.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p3.5.m5.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p3.5.m5.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.5.m5.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.5.m5.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>. Let <math alttext="k=\mathrm{VAR(\mathbf{y})}/\mathrm{MSE(\mathbf{y,\hat{y}})}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.6.m6.3"><semantics id="Sx4.SSx1.p3.6.m6.3a"><mrow id="Sx4.SSx1.p3.6.m6.3.4" xref="Sx4.SSx1.p3.6.m6.3.4.cmml"><mi id="Sx4.SSx1.p3.6.m6.3.4.2" xref="Sx4.SSx1.p3.6.m6.3.4.2.cmml">k</mi><mo id="Sx4.SSx1.p3.6.m6.3.4.1" xref="Sx4.SSx1.p3.6.m6.3.4.1.cmml">=</mo><mrow id="Sx4.SSx1.p3.6.m6.3.4.3" xref="Sx4.SSx1.p3.6.m6.3.4.3.cmml"><mrow id="Sx4.SSx1.p3.6.m6.3.4.3.2" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.cmml"><mrow id="Sx4.SSx1.p3.6.m6.3.4.3.2.2" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.cmml"><mi id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.2" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.2.cmml">VAR</mi><mo id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.1" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.1.cmml">⁢</mo><mrow id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.3.2" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.cmml"><mo id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.3.2.1" stretchy="false" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.cmml">(</mo><mi id="Sx4.SSx1.p3.6.m6.1.1" xref="Sx4.SSx1.p3.6.m6.1.1.cmml">𝐲</mi><mo id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.3.2.2" stretchy="false" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.cmml">)</mo></mrow></mrow><mo id="Sx4.SSx1.p3.6.m6.3.4.3.2.1" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.1.cmml">/</mo><mi id="Sx4.SSx1.p3.6.m6.3.4.3.2.3" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.3.cmml">MSE</mi></mrow><mo id="Sx4.SSx1.p3.6.m6.3.4.3.1" xref="Sx4.SSx1.p3.6.m6.3.4.3.1.cmml">⁢</mo><mrow id="Sx4.SSx1.p3.6.m6.3.4.3.3.2" xref="Sx4.SSx1.p3.6.m6.3.4.3.3.1.cmml"><mo id="Sx4.SSx1.p3.6.m6.3.4.3.3.2.1" stretchy="false" xref="Sx4.SSx1.p3.6.m6.3.4.3.3.1.cmml">(</mo><mi id="Sx4.SSx1.p3.6.m6.2.2" xref="Sx4.SSx1.p3.6.m6.2.2.cmml">𝐲</mi><mo id="Sx4.SSx1.p3.6.m6.3.4.3.3.2.2" xref="Sx4.SSx1.p3.6.m6.3.4.3.3.1.cmml">,</mo><mover accent="true" id="Sx4.SSx1.p3.6.m6.3.3" xref="Sx4.SSx1.p3.6.m6.3.3.cmml"><mi id="Sx4.SSx1.p3.6.m6.3.3.2" xref="Sx4.SSx1.p3.6.m6.3.3.2.cmml">𝐲</mi><mo id="Sx4.SSx1.p3.6.m6.3.3.1" xref="Sx4.SSx1.p3.6.m6.3.3.1.cmml">^</mo></mover><mo id="Sx4.SSx1.p3.6.m6.3.4.3.3.2.3" stretchy="false" xref="Sx4.SSx1.p3.6.m6.3.4.3.3.1.cmml">)</mo></mrow></mrow></mrow><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.6.m6.3b"><apply id="Sx4.SSx1.p3.6.m6.3.4.cmml" xref="Sx4.SSx1.p3.6.m6.3.4"><eq id="Sx4.SSx1.p3.6.m6.3.4.1.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.1"></eq><ci id="Sx4.SSx1.p3.6.m6.3.4.2.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.2">𝑘</ci><apply id="Sx4.SSx1.p3.6.m6.3.4.3.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3"><times id="Sx4.SSx1.p3.6.m6.3.4.3.1.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.1"></times><apply id="Sx4.SSx1.p3.6.m6.3.4.3.2.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.2"><divide id="Sx4.SSx1.p3.6.m6.3.4.3.2.1.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.1"></divide><apply id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2"><times id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.1.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.1"></times><ci id="Sx4.SSx1.p3.6.m6.3.4.3.2.2.2.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.2.2">VAR</ci><ci id="Sx4.SSx1.p3.6.m6.1.1.cmml" xref="Sx4.SSx1.p3.6.m6.1.1">𝐲</ci></apply><ci id="Sx4.SSx1.p3.6.m6.3.4.3.2.3.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.2.3">MSE</ci></apply><interval closure="open" id="Sx4.SSx1.p3.6.m6.3.4.3.3.1.cmml" xref="Sx4.SSx1.p3.6.m6.3.4.3.3.2"><ci id="Sx4.SSx1.p3.6.m6.2.2.cmml" xref="Sx4.SSx1.p3.6.m6.2.2">𝐲</ci><apply id="Sx4.SSx1.p3.6.m6.3.3.cmml" xref="Sx4.SSx1.p3.6.m6.3.3"><ci id="Sx4.SSx1.p3.6.m6.3.3.1.cmml" xref="Sx4.SSx1.p3.6.m6.3.3.1">^</ci><ci id="Sx4.SSx1.p3.6.m6.3.3.2.cmml" xref="Sx4.SSx1.p3.6.m6.3.3.2">𝐲</ci></apply></interval></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.6.m6.3c">k=\mathrm{VAR(\mathbf{y})}/\mathrm{MSE(\mathbf{y,\hat{y}})}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.6.m6.3d">italic_k = roman_VAR ( bold_y ) / roman_MSE ( bold_y , over^ start_ARG bold_y end_ARG )</annotation></semantics></math>. Since slack has four channels, we compute <math alttext="k" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.7.m7.1"><semantics id="Sx4.SSx1.p3.7.m7.1a"><mi id="Sx4.SSx1.p3.7.m7.1.1" xref="Sx4.SSx1.p3.7.m7.1.1.cmml">k</mi><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.7.m7.1b"><ci id="Sx4.SSx1.p3.7.m7.1.1.cmml" xref="Sx4.SSx1.p3.7.m7.1.1">𝑘</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.7.m7.1c">k</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.7.m7.1d">italic_k</annotation></semantics></math> on each channel and average them to get the mean <math alttext="k_{uf}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.8.m8.1"><semantics id="Sx4.SSx1.p3.8.m8.1a"><msub id="Sx4.SSx1.p3.8.m8.1.1" xref="Sx4.SSx1.p3.8.m8.1.1.cmml"><mi id="Sx4.SSx1.p3.8.m8.1.1.2" xref="Sx4.SSx1.p3.8.m8.1.1.2.cmml">k</mi><mrow id="Sx4.SSx1.p3.8.m8.1.1.3" xref="Sx4.SSx1.p3.8.m8.1.1.3.cmml"><mi id="Sx4.SSx1.p3.8.m8.1.1.3.2" xref="Sx4.SSx1.p3.8.m8.1.1.3.2.cmml">u</mi><mo id="Sx4.SSx1.p3.8.m8.1.1.3.1" xref="Sx4.SSx1.p3.8.m8.1.1.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p3.8.m8.1.1.3.3" xref="Sx4.SSx1.p3.8.m8.1.1.3.3.cmml">f</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.8.m8.1b"><apply id="Sx4.SSx1.p3.8.m8.1.1.cmml" xref="Sx4.SSx1.p3.8.m8.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.8.m8.1.1.1.cmml" xref="Sx4.SSx1.p3.8.m8.1.1">subscript</csymbol><ci id="Sx4.SSx1.p3.8.m8.1.1.2.cmml" xref="Sx4.SSx1.p3.8.m8.1.1.2">𝑘</ci><apply id="Sx4.SSx1.p3.8.m8.1.1.3.cmml" xref="Sx4.SSx1.p3.8.m8.1.1.3"><times id="Sx4.SSx1.p3.8.m8.1.1.3.1.cmml" xref="Sx4.SSx1.p3.8.m8.1.1.3.1"></times><ci id="Sx4.SSx1.p3.8.m8.1.1.3.2.cmml" xref="Sx4.SSx1.p3.8.m8.1.1.3.2">𝑢</ci><ci id="Sx4.SSx1.p3.8.m8.1.1.3.3.cmml" xref="Sx4.SSx1.p3.8.m8.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.8.m8.1c">k_{uf}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.8.m8.1d">italic_k start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math>. Flatten ratio <math alttext="k_{f}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.9.m9.1"><semantics id="Sx4.SSx1.p3.9.m9.1a"><msub id="Sx4.SSx1.p3.9.m9.1.1" xref="Sx4.SSx1.p3.9.m9.1.1.cmml"><mi id="Sx4.SSx1.p3.9.m9.1.1.2" xref="Sx4.SSx1.p3.9.m9.1.1.2.cmml">k</mi><mi id="Sx4.SSx1.p3.9.m9.1.1.3" xref="Sx4.SSx1.p3.9.m9.1.1.3.cmml">f</mi></msub><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.9.m9.1b"><apply id="Sx4.SSx1.p3.9.m9.1.1.cmml" xref="Sx4.SSx1.p3.9.m9.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.9.m9.1.1.1.cmml" xref="Sx4.SSx1.p3.9.m9.1.1">subscript</csymbol><ci id="Sx4.SSx1.p3.9.m9.1.1.2.cmml" xref="Sx4.SSx1.p3.9.m9.1.1.2">𝑘</ci><ci id="Sx4.SSx1.p3.9.m9.1.1.3.cmml" xref="Sx4.SSx1.p3.9.m9.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.9.m9.1c">k_{f}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.9.m9.1d">italic_k start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> is computed in the same way, except for flattening slack from <math alttext="\mathbb{R}^{n\times 4}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.10.m10.1"><semantics id="Sx4.SSx1.p3.10.m10.1a"><msup id="Sx4.SSx1.p3.10.m10.1.1" xref="Sx4.SSx1.p3.10.m10.1.1.cmml"><mi id="Sx4.SSx1.p3.10.m10.1.1.2" xref="Sx4.SSx1.p3.10.m10.1.1.2.cmml">ℝ</mi><mrow id="Sx4.SSx1.p3.10.m10.1.1.3" xref="Sx4.SSx1.p3.10.m10.1.1.3.cmml"><mi id="Sx4.SSx1.p3.10.m10.1.1.3.2" xref="Sx4.SSx1.p3.10.m10.1.1.3.2.cmml">n</mi><mo id="Sx4.SSx1.p3.10.m10.1.1.3.1" lspace="0.222em" rspace="0.222em" xref="Sx4.SSx1.p3.10.m10.1.1.3.1.cmml">×</mo><mn id="Sx4.SSx1.p3.10.m10.1.1.3.3" xref="Sx4.SSx1.p3.10.m10.1.1.3.3.cmml">4</mn></mrow></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.10.m10.1b"><apply id="Sx4.SSx1.p3.10.m10.1.1.cmml" xref="Sx4.SSx1.p3.10.m10.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.10.m10.1.1.1.cmml" xref="Sx4.SSx1.p3.10.m10.1.1">superscript</csymbol><ci id="Sx4.SSx1.p3.10.m10.1.1.2.cmml" xref="Sx4.SSx1.p3.10.m10.1.1.2">ℝ</ci><apply id="Sx4.SSx1.p3.10.m10.1.1.3.cmml" xref="Sx4.SSx1.p3.10.m10.1.1.3"><times id="Sx4.SSx1.p3.10.m10.1.1.3.1.cmml" xref="Sx4.SSx1.p3.10.m10.1.1.3.1"></times><ci id="Sx4.SSx1.p3.10.m10.1.1.3.2.cmml" xref="Sx4.SSx1.p3.10.m10.1.1.3.2">𝑛</ci><cn id="Sx4.SSx1.p3.10.m10.1.1.3.3.cmml" type="integer" xref="Sx4.SSx1.p3.10.m10.1.1.3.3">4</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.10.m10.1c">\mathbb{R}^{n\times 4}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.10.m10.1d">blackboard_R start_POSTSUPERSCRIPT italic_n × 4 end_POSTSUPERSCRIPT</annotation></semantics></math> to <math alttext="\mathbb{R}^{4n}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.11.m11.1"><semantics id="Sx4.SSx1.p3.11.m11.1a"><msup id="Sx4.SSx1.p3.11.m11.1.1" xref="Sx4.SSx1.p3.11.m11.1.1.cmml"><mi id="Sx4.SSx1.p3.11.m11.1.1.2" xref="Sx4.SSx1.p3.11.m11.1.1.2.cmml">ℝ</mi><mrow id="Sx4.SSx1.p3.11.m11.1.1.3" xref="Sx4.SSx1.p3.11.m11.1.1.3.cmml"><mn id="Sx4.SSx1.p3.11.m11.1.1.3.2" xref="Sx4.SSx1.p3.11.m11.1.1.3.2.cmml">4</mn><mo id="Sx4.SSx1.p3.11.m11.1.1.3.1" xref="Sx4.SSx1.p3.11.m11.1.1.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p3.11.m11.1.1.3.3" xref="Sx4.SSx1.p3.11.m11.1.1.3.3.cmml">n</mi></mrow></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.11.m11.1b"><apply id="Sx4.SSx1.p3.11.m11.1.1.cmml" xref="Sx4.SSx1.p3.11.m11.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.11.m11.1.1.1.cmml" xref="Sx4.SSx1.p3.11.m11.1.1">superscript</csymbol><ci id="Sx4.SSx1.p3.11.m11.1.1.2.cmml" xref="Sx4.SSx1.p3.11.m11.1.1.2">ℝ</ci><apply id="Sx4.SSx1.p3.11.m11.1.1.3.cmml" xref="Sx4.SSx1.p3.11.m11.1.1.3"><times id="Sx4.SSx1.p3.11.m11.1.1.3.1.cmml" xref="Sx4.SSx1.p3.11.m11.1.1.3.1"></times><cn id="Sx4.SSx1.p3.11.m11.1.1.3.2.cmml" type="integer" xref="Sx4.SSx1.p3.11.m11.1.1.3.2">4</cn><ci id="Sx4.SSx1.p3.11.m11.1.1.3.3.cmml" xref="Sx4.SSx1.p3.11.m11.1.1.3.3">𝑛</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.11.m11.1c">\mathbb{R}^{4n}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.11.m11.1d">blackboard_R start_POSTSUPERSCRIPT 4 italic_n end_POSTSUPERSCRIPT</annotation></semantics></math> with only one channel. With <math alttext="k_{f}/k_{uf}>1" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.12.m12.1"><semantics id="Sx4.SSx1.p3.12.m12.1a"><mrow id="Sx4.SSx1.p3.12.m12.1.1" xref="Sx4.SSx1.p3.12.m12.1.1.cmml"><mrow id="Sx4.SSx1.p3.12.m12.1.1.2" xref="Sx4.SSx1.p3.12.m12.1.1.2.cmml"><msub id="Sx4.SSx1.p3.12.m12.1.1.2.2" xref="Sx4.SSx1.p3.12.m12.1.1.2.2.cmml"><mi id="Sx4.SSx1.p3.12.m12.1.1.2.2.2" xref="Sx4.SSx1.p3.12.m12.1.1.2.2.2.cmml">k</mi><mi id="Sx4.SSx1.p3.12.m12.1.1.2.2.3" xref="Sx4.SSx1.p3.12.m12.1.1.2.2.3.cmml">f</mi></msub><mo id="Sx4.SSx1.p3.12.m12.1.1.2.1" xref="Sx4.SSx1.p3.12.m12.1.1.2.1.cmml">/</mo><msub id="Sx4.SSx1.p3.12.m12.1.1.2.3" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.cmml"><mi id="Sx4.SSx1.p3.12.m12.1.1.2.3.2" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.2.cmml">k</mi><mrow id="Sx4.SSx1.p3.12.m12.1.1.2.3.3" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.cmml"><mi id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.2" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.2.cmml">u</mi><mo id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.1" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.3" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.3.cmml">f</mi></mrow></msub></mrow><mo id="Sx4.SSx1.p3.12.m12.1.1.1" xref="Sx4.SSx1.p3.12.m12.1.1.1.cmml">></mo><mn id="Sx4.SSx1.p3.12.m12.1.1.3" xref="Sx4.SSx1.p3.12.m12.1.1.3.cmml">1</mn></mrow><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.12.m12.1b"><apply id="Sx4.SSx1.p3.12.m12.1.1.cmml" xref="Sx4.SSx1.p3.12.m12.1.1"><gt id="Sx4.SSx1.p3.12.m12.1.1.1.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.1"></gt><apply id="Sx4.SSx1.p3.12.m12.1.1.2.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2"><divide id="Sx4.SSx1.p3.12.m12.1.1.2.1.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.1"></divide><apply id="Sx4.SSx1.p3.12.m12.1.1.2.2.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.2"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.12.m12.1.1.2.2.1.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.2">subscript</csymbol><ci id="Sx4.SSx1.p3.12.m12.1.1.2.2.2.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.2.2">𝑘</ci><ci id="Sx4.SSx1.p3.12.m12.1.1.2.2.3.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.2.3">𝑓</ci></apply><apply id="Sx4.SSx1.p3.12.m12.1.1.2.3.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.12.m12.1.1.2.3.1.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3">subscript</csymbol><ci id="Sx4.SSx1.p3.12.m12.1.1.2.3.2.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.2">𝑘</ci><apply id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3"><times id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.1.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.1"></times><ci id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.2.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.2">𝑢</ci><ci id="Sx4.SSx1.p3.12.m12.1.1.2.3.3.3.cmml" xref="Sx4.SSx1.p3.12.m12.1.1.2.3.3.3">𝑓</ci></apply></apply></apply><cn id="Sx4.SSx1.p3.12.m12.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p3.12.m12.1.1.3">1</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.12.m12.1c">k_{f}/k_{uf}>1</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.12.m12.1d">italic_k start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT / italic_k start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT > 1</annotation></semantics></math> we can see that, after flattening the multi-channel slack, VAR increases faster and higher than MSE, leading to the improvement about 0.3 of <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p3.13.m13.1"><semantics id="Sx4.SSx1.p3.13.m13.1a"><msup id="Sx4.SSx1.p3.13.m13.1.1" xref="Sx4.SSx1.p3.13.m13.1.1.cmml"><mi id="Sx4.SSx1.p3.13.m13.1.1.2" xref="Sx4.SSx1.p3.13.m13.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p3.13.m13.1.1.3" xref="Sx4.SSx1.p3.13.m13.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p3.13.m13.1b"><apply id="Sx4.SSx1.p3.13.m13.1.1.cmml" xref="Sx4.SSx1.p3.13.m13.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p3.13.m13.1.1.1.cmml" xref="Sx4.SSx1.p3.13.m13.1.1">superscript</csymbol><ci id="Sx4.SSx1.p3.13.m13.1.1.2.cmml" xref="Sx4.SSx1.p3.13.m13.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p3.13.m13.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p3.13.m13.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p3.13.m13.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p3.13.m13.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>. </div> <div class="ltx_para" id="Sx4.SSx1.p4"> We think the ‘distance’, e.g. Kullback-Leibler divergence, between distributions under different corners is high. The seemingly high flatten <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="Sx4.SSx1.p4.1.m1.1"><semantics id="Sx4.SSx1.p4.1.m1.1a"><msubsup id="Sx4.SSx1.p4.1.m1.1.1" xref="Sx4.SSx1.p4.1.m1.1.1.cmml"><mi id="Sx4.SSx1.p4.1.m1.1.1.2.2" xref="Sx4.SSx1.p4.1.m1.1.1.2.2.cmml">R</mi><mi id="Sx4.SSx1.p4.1.m1.1.1.3" xref="Sx4.SSx1.p4.1.m1.1.1.3.cmml">f</mi><mn id="Sx4.SSx1.p4.1.m1.1.1.2.3" xref="Sx4.SSx1.p4.1.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p4.1.m1.1b"><apply id="Sx4.SSx1.p4.1.m1.1.1.cmml" xref="Sx4.SSx1.p4.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p4.1.m1.1.1.1.cmml" xref="Sx4.SSx1.p4.1.m1.1.1">subscript</csymbol><apply id="Sx4.SSx1.p4.1.m1.1.1.2.cmml" xref="Sx4.SSx1.p4.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p4.1.m1.1.1.2.1.cmml" xref="Sx4.SSx1.p4.1.m1.1.1">superscript</csymbol><ci id="Sx4.SSx1.p4.1.m1.1.1.2.2.cmml" xref="Sx4.SSx1.p4.1.m1.1.1.2.2">𝑅</ci><cn id="Sx4.SSx1.p4.1.m1.1.1.2.3.cmml" type="integer" xref="Sx4.SSx1.p4.1.m1.1.1.2.3">2</cn></apply><ci id="Sx4.SSx1.p4.1.m1.1.1.3.cmml" xref="Sx4.SSx1.p4.1.m1.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p4.1.m1.1c">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p4.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> cannot reflect the real performance of model, and it is an inappropriate evaluation metric. Thus, it is more reasonable to calculate <math alttext="R^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p4.2.m2.1"><semantics id="Sx4.SSx1.p4.2.m2.1a"><msup id="Sx4.SSx1.p4.2.m2.1.1" xref="Sx4.SSx1.p4.2.m2.1.1.cmml"><mi id="Sx4.SSx1.p4.2.m2.1.1.2" xref="Sx4.SSx1.p4.2.m2.1.1.2.cmml">R</mi><mn id="Sx4.SSx1.p4.2.m2.1.1.3" xref="Sx4.SSx1.p4.2.m2.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p4.2.m2.1b"><apply id="Sx4.SSx1.p4.2.m2.1.1.cmml" xref="Sx4.SSx1.p4.2.m2.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p4.2.m2.1.1.1.cmml" xref="Sx4.SSx1.p4.2.m2.1.1">superscript</csymbol><ci id="Sx4.SSx1.p4.2.m2.1.1.2.cmml" xref="Sx4.SSx1.p4.2.m2.1.1.2">𝑅</ci><cn id="Sx4.SSx1.p4.2.m2.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p4.2.m2.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p4.2.m2.1c">R^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p4.2.m2.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> on each channel independently and use <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx1.p4.3.m3.1"><semantics id="Sx4.SSx1.p4.3.m3.1a"><msubsup id="Sx4.SSx1.p4.3.m3.1.1" xref="Sx4.SSx1.p4.3.m3.1.1.cmml"><mi id="Sx4.SSx1.p4.3.m3.1.1.2.2" xref="Sx4.SSx1.p4.3.m3.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx1.p4.3.m3.1.1.2.3" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.cmml"><mi id="Sx4.SSx1.p4.3.m3.1.1.2.3.2" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx1.p4.3.m3.1.1.2.3.1" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx1.p4.3.m3.1.1.2.3.3" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx1.p4.3.m3.1.1.3" xref="Sx4.SSx1.p4.3.m3.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx1.p4.3.m3.1b"><apply id="Sx4.SSx1.p4.3.m3.1.1.cmml" xref="Sx4.SSx1.p4.3.m3.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p4.3.m3.1.1.1.cmml" xref="Sx4.SSx1.p4.3.m3.1.1">superscript</csymbol><apply id="Sx4.SSx1.p4.3.m3.1.1.2.cmml" xref="Sx4.SSx1.p4.3.m3.1.1"><csymbol cd="ambiguous" id="Sx4.SSx1.p4.3.m3.1.1.2.1.cmml" xref="Sx4.SSx1.p4.3.m3.1.1">subscript</csymbol><ci id="Sx4.SSx1.p4.3.m3.1.1.2.2.cmml" xref="Sx4.SSx1.p4.3.m3.1.1.2.2">𝑅</ci><apply id="Sx4.SSx1.p4.3.m3.1.1.2.3.cmml" xref="Sx4.SSx1.p4.3.m3.1.1.2.3"><times id="Sx4.SSx1.p4.3.m3.1.1.2.3.1.cmml" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.1"></times><ci id="Sx4.SSx1.p4.3.m3.1.1.2.3.2.cmml" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx1.p4.3.m3.1.1.2.3.3.cmml" xref="Sx4.SSx1.p4.3.m3.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx1.p4.3.m3.1.1.3.cmml" type="integer" xref="Sx4.SSx1.p4.3.m3.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx1.p4.3.m3.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx1.p4.3.m3.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> as the final evaluation metric. </div> </section> <section class="ltx_subsection" id="Sx4.SSx2"> <h3 class="ltx_title ltx_title_subsection">Results and Further Studies</h3> <div class="ltx_para" id="Sx4.SSx2.p1"> Overall performance comparison. We use <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx2.p1.1.m1.1"><semantics id="Sx4.SSx2.p1.1.m1.1a"><msubsup id="Sx4.SSx2.p1.1.m1.1.1" xref="Sx4.SSx2.p1.1.m1.1.1.cmml"><mi id="Sx4.SSx2.p1.1.m1.1.1.2.2" xref="Sx4.SSx2.p1.1.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx2.p1.1.m1.1.1.2.3" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.cmml"><mi id="Sx4.SSx2.p1.1.m1.1.1.2.3.2" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx2.p1.1.m1.1.1.2.3.1" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx2.p1.1.m1.1.1.2.3.3" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx2.p1.1.m1.1.1.3" xref="Sx4.SSx2.p1.1.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx2.p1.1.m1.1b"><apply id="Sx4.SSx2.p1.1.m1.1.1.cmml" xref="Sx4.SSx2.p1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx2.p1.1.m1.1.1.1.cmml" xref="Sx4.SSx2.p1.1.m1.1.1">superscript</csymbol><apply id="Sx4.SSx2.p1.1.m1.1.1.2.cmml" xref="Sx4.SSx2.p1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx2.p1.1.m1.1.1.2.1.cmml" xref="Sx4.SSx2.p1.1.m1.1.1">subscript</csymbol><ci id="Sx4.SSx2.p1.1.m1.1.1.2.2.cmml" xref="Sx4.SSx2.p1.1.m1.1.1.2.2">𝑅</ci><apply id="Sx4.SSx2.p1.1.m1.1.1.2.3.cmml" xref="Sx4.SSx2.p1.1.m1.1.1.2.3"><times id="Sx4.SSx2.p1.1.m1.1.1.2.3.1.cmml" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.1"></times><ci id="Sx4.SSx2.p1.1.m1.1.1.2.3.2.cmml" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx2.p1.1.m1.1.1.2.3.3.cmml" xref="Sx4.SSx2.p1.1.m1.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx2.p1.1.m1.1.1.3.cmml" type="integer" xref="Sx4.SSx2.p1.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx2.p1.1.m1.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx2.p1.1.m1.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> as primary metric. In Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx3.T2" title="Table 2 ‣ Order Preserving Graph Partition ‣ Methodology ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">2</a>, our approach achieves <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx2.p1.2.m2.1"><semantics id="Sx4.SSx2.p1.2.m2.1a"><msubsup id="Sx4.SSx2.p1.2.m2.1.1" xref="Sx4.SSx2.p1.2.m2.1.1.cmml"><mi id="Sx4.SSx2.p1.2.m2.1.1.2.2" xref="Sx4.SSx2.p1.2.m2.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx2.p1.2.m2.1.1.2.3" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.cmml"><mi id="Sx4.SSx2.p1.2.m2.1.1.2.3.2" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx2.p1.2.m2.1.1.2.3.1" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx2.p1.2.m2.1.1.2.3.3" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx2.p1.2.m2.1.1.3" xref="Sx4.SSx2.p1.2.m2.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx2.p1.2.m2.1b"><apply id="Sx4.SSx2.p1.2.m2.1.1.cmml" xref="Sx4.SSx2.p1.2.m2.1.1"><csymbol cd="ambiguous" id="Sx4.SSx2.p1.2.m2.1.1.1.cmml" xref="Sx4.SSx2.p1.2.m2.1.1">superscript</csymbol><apply id="Sx4.SSx2.p1.2.m2.1.1.2.cmml" xref="Sx4.SSx2.p1.2.m2.1.1"><csymbol cd="ambiguous" id="Sx4.SSx2.p1.2.m2.1.1.2.1.cmml" xref="Sx4.SSx2.p1.2.m2.1.1">subscript</csymbol><ci id="Sx4.SSx2.p1.2.m2.1.1.2.2.cmml" xref="Sx4.SSx2.p1.2.m2.1.1.2.2">𝑅</ci><apply id="Sx4.SSx2.p1.2.m2.1.1.2.3.cmml" xref="Sx4.SSx2.p1.2.m2.1.1.2.3"><times id="Sx4.SSx2.p1.2.m2.1.1.2.3.1.cmml" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.1"></times><ci id="Sx4.SSx2.p1.2.m2.1.1.2.3.2.cmml" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx2.p1.2.m2.1.1.2.3.3.cmml" xref="Sx4.SSx2.p1.2.m2.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx2.p1.2.m2.1.1.3.cmml" type="integer" xref="Sx4.SSx2.p1.2.m2.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx2.p1.2.m2.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx2.p1.2.m2.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> of 0.93, while the second best method only achieves 0.59. </div> <div class="ltx_para" id="Sx4.SSx2.p2"> Evaluation on other tasks. We also compare effectiveness on other tasks, including prediction of slew, net delay and cell delay. In Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx4.T4" title="Table 4 ‣ Evaluation Protocols ‣ Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">4</a>, for <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.SSx2.p2.1.m1.1"><semantics id="Sx4.SSx2.p2.1.m1.1a"><msubsup id="Sx4.SSx2.p2.1.m1.1.1" xref="Sx4.SSx2.p2.1.m1.1.1.cmml"><mi id="Sx4.SSx2.p2.1.m1.1.1.2.2" xref="Sx4.SSx2.p2.1.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.SSx2.p2.1.m1.1.1.2.3" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.cmml"><mi id="Sx4.SSx2.p2.1.m1.1.1.2.3.2" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.2.cmml">u</mi><mo id="Sx4.SSx2.p2.1.m1.1.1.2.3.1" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.SSx2.p2.1.m1.1.1.2.3.3" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.3.cmml">f</mi></mrow><mn id="Sx4.SSx2.p2.1.m1.1.1.3" xref="Sx4.SSx2.p2.1.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.SSx2.p2.1.m1.1b"><apply id="Sx4.SSx2.p2.1.m1.1.1.cmml" xref="Sx4.SSx2.p2.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx2.p2.1.m1.1.1.1.cmml" xref="Sx4.SSx2.p2.1.m1.1.1">superscript</csymbol><apply id="Sx4.SSx2.p2.1.m1.1.1.2.cmml" xref="Sx4.SSx2.p2.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.SSx2.p2.1.m1.1.1.2.1.cmml" xref="Sx4.SSx2.p2.1.m1.1.1">subscript</csymbol><ci id="Sx4.SSx2.p2.1.m1.1.1.2.2.cmml" xref="Sx4.SSx2.p2.1.m1.1.1.2.2">𝑅</ci><apply id="Sx4.SSx2.p2.1.m1.1.1.2.3.cmml" xref="Sx4.SSx2.p2.1.m1.1.1.2.3"><times id="Sx4.SSx2.p2.1.m1.1.1.2.3.1.cmml" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.1"></times><ci id="Sx4.SSx2.p2.1.m1.1.1.2.3.2.cmml" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.2">𝑢</ci><ci id="Sx4.SSx2.p2.1.m1.1.1.2.3.3.cmml" xref="Sx4.SSx2.p2.1.m1.1.1.2.3.3">𝑓</ci></apply></apply><cn id="Sx4.SSx2.p2.1.m1.1.1.3.cmml" type="integer" xref="Sx4.SSx2.p2.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.SSx2.p2.1.m1.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="Sx4.SSx2.p2.1.m1.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> on testing set, we achieve 0.93, 0.97, 0.91, surpassing the best baseline achieving 0.83, 0.95, 0.71 respectively, demonstrating that our model is also adaptive to multiple pre-routing timing prediction tasks. </div> <figure class="ltx_table" id="Sx4.T5"> <table class="ltx_tabular ltx_centering ltx_align_middle" id="Sx4.T5.16"> <tr class="ltx_tr" id="Sx4.T5.2.2"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_tt" colspan="2" id="Sx4.T5.2.2.3" rowspan="2"> Dataset</td> <td class="ltx_td ltx_align_center ltx_border_tt" colspan="2" id="Sx4.T5.2.2.2"> <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="Sx4.T5.1.1.1.m1.1"><semantics id="Sx4.T5.1.1.1.m1.1a"><msubsup id="Sx4.T5.1.1.1.m1.1.1" xref="Sx4.T5.1.1.1.m1.1.1.cmml"><mi id="Sx4.T5.1.1.1.m1.1.1.2.2" xref="Sx4.T5.1.1.1.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.T5.1.1.1.m1.1.1.3" xref="Sx4.T5.1.1.1.m1.1.1.3.cmml"><mi id="Sx4.T5.1.1.1.m1.1.1.3.2" xref="Sx4.T5.1.1.1.m1.1.1.3.2.cmml">u</mi><mo id="Sx4.T5.1.1.1.m1.1.1.3.1" xref="Sx4.T5.1.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="Sx4.T5.1.1.1.m1.1.1.3.3" xref="Sx4.T5.1.1.1.m1.1.1.3.3.cmml">f</mi></mrow><mn id="Sx4.T5.1.1.1.m1.1.1.2.3" xref="Sx4.T5.1.1.1.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="Sx4.T5.1.1.1.m1.1b"><apply id="Sx4.T5.1.1.1.m1.1.1.cmml" xref="Sx4.T5.1.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T5.1.1.1.m1.1.1.1.cmml" xref="Sx4.T5.1.1.1.m1.1.1">subscript</csymbol><apply id="Sx4.T5.1.1.1.m1.1.1.2.cmml" xref="Sx4.T5.1.1.1.m1.1.1"><csymbol cd="ambiguous" id="Sx4.T5.1.1.1.m1.1.1.2.1.cmml" xref="Sx4.T5.1.1.1.m1.1.1">superscript</csymbol><ci id="Sx4.T5.1.1.1.m1.1.1.2.2.cmml" xref="Sx4.T5.1.1.1.m1.1.1.2.2">𝑅</ci><cn id="Sx4.T5.1.1.1.m1.1.1.2.3.cmml" type="integer" xref="Sx4.T5.1.1.1.m1.1.1.2.3">2</cn></apply><apply id="Sx4.T5.1.1.1.m1.1.1.3.cmml" xref="Sx4.T5.1.1.1.m1.1.1.3"><times id="Sx4.T5.1.1.1.m1.1.1.3.1.cmml" xref="Sx4.T5.1.1.1.m1.1.1.3.1"></times><ci id="Sx4.T5.1.1.1.m1.1.1.3.2.cmml" xref="Sx4.T5.1.1.1.m1.1.1.3.2">𝑢</ci><ci id="Sx4.T5.1.1.1.m1.1.1.3.3.cmml" xref="Sx4.T5.1.1.1.m1.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.1.1.1.m1.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.1.1.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> (<math alttext="\uparrow" class="ltx_Math" display="inline" id="Sx4.T5.2.2.2.m2.1"><semantics id="Sx4.T5.2.2.2.m2.1a"><mo id="Sx4.T5.2.2.2.m2.1.1" stretchy="false" xref="Sx4.T5.2.2.2.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.2.2.2.m2.1b"><ci id="Sx4.T5.2.2.2.m2.1.1.cmml" xref="Sx4.T5.2.2.2.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.2.2.2.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.2.2.2.m2.1d">↑</annotation></semantics></math>)</td> </tr> <tr class="ltx_tr" id="Sx4.T5.16.17"> <td class="ltx_td ltx_align_center" id="Sx4.T5.16.17.1">TimingGCN</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.16.17.2">+ Pre-training</td> </tr> <tr class="ltx_tr" id="Sx4.T5.4.4"> <td class="ltx_td ltx_align_left ltx_border_t" id="Sx4.T5.4.4.3" rowspan="7"> test </td> <td class="ltx_td ltx_align_left ltx_border_r ltx_border_t" id="Sx4.T5.4.4.4">aes192</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T5.3.3.1">0.384 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.3.3.1.m1.1"><semantics id="Sx4.T5.3.3.1.m1.1a"><mo id="Sx4.T5.3.3.1.m1.1.1" xref="Sx4.T5.3.3.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.3.3.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.3.3.1.m1.1.1.cmml" xref="Sx4.T5.3.3.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.3.3.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.3.3.1.m1.1d">±</annotation></semantics></math> 0.205</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T5.4.4.2">0.654 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.4.4.2.1.m1.1"><semantics id="Sx4.T5.4.4.2.1.m1.1a"><mo id="Sx4.T5.4.4.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.4.4.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.4.4.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.4.4.2.1.m1.1.1.cmml" xref="Sx4.T5.4.4.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.4.4.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.4.4.2.1.m1.1d">±</annotation></semantics></math> 0.097</td> </tr> <tr class="ltx_tr" id="Sx4.T5.6.6"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T5.6.6.3">jpeg_encoder</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.5.5.1">0.478 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.5.5.1.m1.1"><semantics id="Sx4.T5.5.5.1.m1.1a"><mo id="Sx4.T5.5.5.1.m1.1.1" xref="Sx4.T5.5.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.5.5.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.5.5.1.m1.1.1.cmml" xref="Sx4.T5.5.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.5.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.5.5.1.m1.1d">±</annotation></semantics></math> 0.131</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.6.6.2">0.505 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.6.6.2.1.m1.1"><semantics id="Sx4.T5.6.6.2.1.m1.1a"><mo id="Sx4.T5.6.6.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.6.6.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.6.6.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.6.6.2.1.m1.1.1.cmml" xref="Sx4.T5.6.6.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.6.6.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.6.6.2.1.m1.1d">±</annotation></semantics></math> 0.268</td> </tr> <tr class="ltx_tr" id="Sx4.T5.8.8"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T5.8.8.3">spm</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.7.7.1">0.802 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.7.7.1.m1.1"><semantics id="Sx4.T5.7.7.1.m1.1a"><mo id="Sx4.T5.7.7.1.m1.1.1" xref="Sx4.T5.7.7.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.7.7.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.7.7.1.m1.1.1.cmml" xref="Sx4.T5.7.7.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.7.7.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.7.7.1.m1.1d">±</annotation></semantics></math> 0.083</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.8.8.2">0.944 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.8.8.2.1.m1.1"><semantics id="Sx4.T5.8.8.2.1.m1.1a"><mo id="Sx4.T5.8.8.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.8.8.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.8.8.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.8.8.2.1.m1.1.1.cmml" xref="Sx4.T5.8.8.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.8.8.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.8.8.2.1.m1.1d">±</annotation></semantics></math> 0.020</td> </tr> <tr class="ltx_tr" id="Sx4.T5.10.10"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T5.10.10.3">synth_ram</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.9.9.1">0.735 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.9.9.1.m1.1"><semantics id="Sx4.T5.9.9.1.m1.1a"><mo id="Sx4.T5.9.9.1.m1.1.1" xref="Sx4.T5.9.9.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.9.9.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.9.9.1.m1.1.1.cmml" xref="Sx4.T5.9.9.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.9.9.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.9.9.1.m1.1d">±</annotation></semantics></math> 0.079</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.10.10.2">0.943 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.10.10.2.1.m1.1"><semantics id="Sx4.T5.10.10.2.1.m1.1a"><mo id="Sx4.T5.10.10.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.10.10.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.10.10.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.10.10.2.1.m1.1.1.cmml" xref="Sx4.T5.10.10.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.10.10.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.10.10.2.1.m1.1d">±</annotation></semantics></math> 0.023</td> </tr> <tr class="ltx_tr" id="Sx4.T5.12.12"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T5.12.12.3">usbf_device</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.11.11.1">0.347 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.11.11.1.m1.1"><semantics id="Sx4.T5.11.11.1.m1.1a"><mo id="Sx4.T5.11.11.1.m1.1.1" xref="Sx4.T5.11.11.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.11.11.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.11.11.1.m1.1.1.cmml" xref="Sx4.T5.11.11.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.11.11.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.11.11.1.m1.1d">±</annotation></semantics></math> 0.119</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.12.12.2">0.525 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.12.12.2.1.m1.1"><semantics id="Sx4.T5.12.12.2.1.m1.1a"><mo id="Sx4.T5.12.12.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.12.12.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.12.12.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.12.12.2.1.m1.1.1.cmml" xref="Sx4.T5.12.12.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.12.12.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.12.12.2.1.m1.1d">±</annotation></semantics></math> 0.184</td> </tr> <tr class="ltx_tr" id="Sx4.T5.14.14"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T5.14.14.3">xtea</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.13.13.1">0.888 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.13.13.1.m1.1"><semantics id="Sx4.T5.13.13.1.m1.1a"><mo id="Sx4.T5.13.13.1.m1.1.1" xref="Sx4.T5.13.13.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.13.13.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.13.13.1.m1.1.1.cmml" xref="Sx4.T5.13.13.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.13.13.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.13.13.1.m1.1d">±</annotation></semantics></math> 0.062</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.14.14.2">0.946 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.14.14.2.1.m1.1"><semantics id="Sx4.T5.14.14.2.1.m1.1a"><mo id="Sx4.T5.14.14.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.14.14.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.14.14.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.14.14.2.1.m1.1.1.cmml" xref="Sx4.T5.14.14.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.14.14.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.14.14.2.1.m1.1d">±</annotation></semantics></math> 0.026</td> </tr> <tr class="ltx_tr" id="Sx4.T5.16.16"> <td class="ltx_td ltx_align_left ltx_border_r" id="Sx4.T5.16.16.3">y_huff</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.15.15.1">0.490 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.15.15.1.m1.1"><semantics id="Sx4.T5.15.15.1.m1.1a"><mo id="Sx4.T5.15.15.1.m1.1.1" xref="Sx4.T5.15.15.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.15.15.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.15.15.1.m1.1.1.cmml" xref="Sx4.T5.15.15.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.15.15.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.15.15.1.m1.1d">±</annotation></semantics></math> 0.146</td> <td class="ltx_td ltx_align_center" id="Sx4.T5.16.16.2">0.816 <math alttext="\pm" class="ltx_Math" display="inline" id="Sx4.T5.16.16.2.1.m1.1"><semantics id="Sx4.T5.16.16.2.1.m1.1a"><mo id="Sx4.T5.16.16.2.1.m1.1.1" mathvariant="normal" xref="Sx4.T5.16.16.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="Sx4.T5.16.16.2.1.m1.1b"><csymbol cd="latexml" id="Sx4.T5.16.16.2.1.m1.1.1.cmml" xref="Sx4.T5.16.16.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="Sx4.T5.16.16.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="Sx4.T5.16.16.2.1.m1.1d">±</annotation></semantics></math> 0.046</td> </tr> <tr class="ltx_tr" id="Sx4.T5.16.18"> <td class="ltx_td ltx_align_center ltx_border_r ltx_border_t" colspan="2" id="Sx4.T5.16.18.1">Avg. train</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T5.16.18.2">0.733</td> <td class="ltx_td ltx_align_center ltx_border_t" id="Sx4.T5.16.18.3">0.781</td> </tr> <tr class="ltx_tr" id="Sx4.T5.16.19"> <td class="ltx_td ltx_align_center ltx_border_bb ltx_border_r" colspan="2" id="Sx4.T5.16.19.1">Avg. test</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx4.T5.16.19.2">0.589</td> <td class="ltx_td ltx_align_center ltx_border_bb" id="Sx4.T5.16.19.3">0.762</td> </tr> </table> <figcaption class="ltx_caption ltx_centering">Table 5: Slack prediction with <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="Sx4.T5.19.m1.1"><semantics id="Sx4.T5.19.m1.1b"><msubsup id="Sx4.T5.19.m1.1.1" xref="Sx4.T5.19.m1.1.1.cmml"><mi id="Sx4.T5.19.m1.1.1.2.2" xref="Sx4.T5.19.m1.1.1.2.2.cmml">R</mi><mrow id="Sx4.T5.19.m1.1.1.2.3" xref="Sx4.T5.19.m1.1.1.2.3.cmml"><mi id="Sx4.T5.19.m1.1.1.2.3.2" xref="Sx4.T5.19.m1.1.1.2.3.2.cmml">u</mi><mo id="Sx4.T5.19.m1.1.1.2.3.1" xref="Sx4.T5.19.m1.1.1.2.3.1.cmml">⁢</mo><mi id="Sx4.T5.19.m1.1.1.2.3.3" 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We ablate the effectiveness of each module of our method. In Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx3.T3" title="Table 3 ‣ Order Preserving Graph Partition ‣ Methodology ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">3</a>, we remove one and only one component each time. 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We also compare fine-tuning with freezing the pre-trained encoder. 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We can also apply our global circuit pre-trained graph encoder to other baselines. Training other baselines along with fine-tuning graph encoder achieves better results with improvement of 29% in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx4.T5" title="Table 5 ‣ Results and Further Studies ‣ Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">5</a>. The pre-trained graph encoder serves as a plug-and-play module for downstream tasks. </div> <div class="ltx_para" id="Sx4.SSx2.p4"> Runtime and GPU Memory cost. In Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#Sx4.F5" title="Figure 5 ‣ Results and Further Studies ‣ Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">5</a>, our method significantly reduces the peak GPU memory cost. Empirically, maximum sub-graph size 50,000 performs well. For large-scale circuits with about 300,000 pins, inference can be finished within one second. </div> <figure class="ltx_figure" id="Sx4.F5"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="370" id="Sx4.F5.g1" src="x6.png" width="747"/> <figcaption class="ltx_caption ltx_centering">Figure 5: GPU memory cost and training time comparison between training on whole graphs and partitioned graphs. Number in brackets indicates the maximum sub-graph size. </figcaption> </figure> </section> </section> <section class="ltx_section" id="Sx5"> <h2 class="ltx_title ltx_title_section">Conclusion</h2> <div class="ltx_para" id="Sx5.p1"> We propose a novel pre-routing timing prediction method, PreRoutGNN, to address the signal decay and error accumulation issues. We use global circuit pre-training to provide global view, and devise residual local learning, MJA for long timing path modeling. Besides, our global circuit pre-training can serve as a plug-and-play module for various timing prediction GNN. For tractability on large-scale circuits, we also devise order preserving partition scheme to reduce memory cost while preserving the topological dependencies. We believe our works demonstrate accurate modeling of signal propagation along timing paths. </div> </section> <section class="ltx_section" id="Sx6"> <h2 class="ltx_title ltx_title_section">Acknowledgements</h2> <div class="ltx_para" id="Sx6.p1"> This work was partly supported by China Key Research and Development Program (2020AAA0107600) and NSFC (92370132, 62222607). </div> <div class="ltx_pagination ltx_role_newpage"></div> </section> <section class="ltx_bibliography" id="bib"> <h2 class="ltx_title ltx_title_bibliography">References</h2> <ul class="ltx_biblist"> <li class="ltx_bibitem" id="bib.bib1"> Ajayi et al. 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Details of dataset are shown in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A1.T6" title="Table 6 ‣ Appendix A Details about Datasets ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">6</a>. </div> <figure class="ltx_table" id="A1.T6"> <div class="ltx_inline-block ltx_align_center ltx_transformed_outer" id="A1.T6.1" style="width:254.1pt;height:414pt;vertical-align:-0.0pt;"> Dataset # Node # Edge # Level cell net net_inv train BM64 38458 25334 27843 27843 100 aes128 211045 138457 148997 148997 126 aes256 290955 189262 207414 207414 124 aes_cipher 59777 41411 42671 42671 70 blabla 55568 35689 39853 39853 154 cic_decimator 3131 2102 2232 2232 40 des 60541 41845 44478 44478 48 genericfir 38827 25013 28845 28845 32 picorv32a 58676 40208 43047 43047 168 salsa20 78486 52895 57737 57737 160 usb 3361 2189 2406 2406 34 usb_cdc_core 7406 4869 5200 5200 74 wbqspiflash 9672 6454 6798 6798 112 zipdiv 4398 2913 3102 3102 72 test aes192 234211 152910 165350 165350 134 jpeg_encoder 238216 167960 176737 176737 124 spm 1121 700 765 765 18 synth_ram 25910 16782 19024 19024 24 usbf_device 66345 42226 46241 46241 110 xtea 10213 6882 7151 7151 114 y_huff 48216 30612 33689 33689 58 </div> <figcaption class="ltx_caption ltx_centering">Table 6: Dataset information: number of nodes, edges and levels for datasets.</figcaption> </figure> </section> <section class="ltx_appendix" id="A2"> <h2 class="ltx_title ltx_title_appendix"> Appendix B Implementation Details</h2> <div class="ltx_para" id="A2.p1"> We implement our model and algorithm with PyTorch <cite class="ltx_cite ltx_citemacro_citep">(Paszke et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib32" title="">2019</a>)</cite> and Deep Graph Library (DGL) <cite class="ltx_cite ltx_citemacro_citep">(Wang et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib37" title="">2019</a>)</cite> framework. We train and test our model on a Linux server with one NVIDIA RTX 3090 GPU with 24 GB CUDA memory, 64 AMD Ryzen Threadripper 3970X 32-Core Processor at 2.20 GHz and 128 GB RAM. 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For all models, we train them with 20000 epochs. </div> </section> <section class="ltx_appendix" id="A3"> <h2 class="ltx_title ltx_title_appendix"> Appendix C Computation of Slack</h2> <div class="ltx_para" id="A3.p1"> In circuit, electrical signal travels from primary inputs (input ports) to endpoints or primary outputs (output ports) along timing paths. Since signal cannot travel with an infinite speed, there are delay in circuit, and the instant when signal arrives at a pin is defined as Arrival Time (AT). Considering the timing constraints in circuits, e.g. the instant when signal arrives a pin cannot be too late, there are also Required Arrival Time (RAT) for each pin, which means that the instant when signal arrives at this pin cannot be later than RAT. </div> <div class="ltx_para" id="A3.p2"> Based on AT and RAT, the slack is defined as the difference between RAT and AT as follows: <table class="ltx_equationgroup ltx_eqn_table" id="A3.E9"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A3.E9X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle slack^{E}" class="ltx_Math" display="inline" id="A3.E9X.2.1.1.m1.1"><semantics id="A3.E9X.2.1.1.m1.1a"><mrow id="A3.E9X.2.1.1.m1.1.1" xref="A3.E9X.2.1.1.m1.1.1.cmml"><mi id="A3.E9X.2.1.1.m1.1.1.2" xref="A3.E9X.2.1.1.m1.1.1.2.cmml">s</mi><mo id="A3.E9X.2.1.1.m1.1.1.1" xref="A3.E9X.2.1.1.m1.1.1.1.cmml">⁢</mo><mi id="A3.E9X.2.1.1.m1.1.1.3" xref="A3.E9X.2.1.1.m1.1.1.3.cmml">l</mi><mo id="A3.E9X.2.1.1.m1.1.1.1a" xref="A3.E9X.2.1.1.m1.1.1.1.cmml">⁢</mo><mi id="A3.E9X.2.1.1.m1.1.1.4" xref="A3.E9X.2.1.1.m1.1.1.4.cmml">a</mi><mo id="A3.E9X.2.1.1.m1.1.1.1b" xref="A3.E9X.2.1.1.m1.1.1.1.cmml">⁢</mo><mi id="A3.E9X.2.1.1.m1.1.1.5" xref="A3.E9X.2.1.1.m1.1.1.5.cmml">c</mi><mo id="A3.E9X.2.1.1.m1.1.1.1c" xref="A3.E9X.2.1.1.m1.1.1.1.cmml">⁢</mo><msup id="A3.E9X.2.1.1.m1.1.1.6" xref="A3.E9X.2.1.1.m1.1.1.6.cmml"><mi id="A3.E9X.2.1.1.m1.1.1.6.2" xref="A3.E9X.2.1.1.m1.1.1.6.2.cmml">k</mi><mi id="A3.E9X.2.1.1.m1.1.1.6.3" xref="A3.E9X.2.1.1.m1.1.1.6.3.cmml">E</mi></msup></mrow><annotation-xml encoding="MathML-Content" id="A3.E9X.2.1.1.m1.1b"><apply id="A3.E9X.2.1.1.m1.1.1.cmml" xref="A3.E9X.2.1.1.m1.1.1"><times id="A3.E9X.2.1.1.m1.1.1.1.cmml" xref="A3.E9X.2.1.1.m1.1.1.1"></times><ci id="A3.E9X.2.1.1.m1.1.1.2.cmml" xref="A3.E9X.2.1.1.m1.1.1.2">𝑠</ci><ci id="A3.E9X.2.1.1.m1.1.1.3.cmml" xref="A3.E9X.2.1.1.m1.1.1.3">𝑙</ci><ci id="A3.E9X.2.1.1.m1.1.1.4.cmml" xref="A3.E9X.2.1.1.m1.1.1.4">𝑎</ci><ci id="A3.E9X.2.1.1.m1.1.1.5.cmml" xref="A3.E9X.2.1.1.m1.1.1.5">𝑐</ci><apply id="A3.E9X.2.1.1.m1.1.1.6.cmml" xref="A3.E9X.2.1.1.m1.1.1.6"><csymbol cd="ambiguous" id="A3.E9X.2.1.1.m1.1.1.6.1.cmml" xref="A3.E9X.2.1.1.m1.1.1.6">superscript</csymbol><ci id="A3.E9X.2.1.1.m1.1.1.6.2.cmml" xref="A3.E9X.2.1.1.m1.1.1.6.2">𝑘</ci><ci id="A3.E9X.2.1.1.m1.1.1.6.3.cmml" xref="A3.E9X.2.1.1.m1.1.1.6.3">𝐸</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A3.E9X.2.1.1.m1.1c">\displaystyle slack^{E}</annotation><annotation encoding="application/x-llamapun" id="A3.E9X.2.1.1.m1.1d">italic_s italic_l italic_a italic_c italic_k start_POSTSUPERSCRIPT italic_E end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=AT^{E}-RAT^{E}" class="ltx_Math" display="inline" id="A3.E9X.3.2.2.m1.1"><semantics id="A3.E9X.3.2.2.m1.1a"><mrow id="A3.E9X.3.2.2.m1.1.1" xref="A3.E9X.3.2.2.m1.1.1.cmml"><mi id="A3.E9X.3.2.2.m1.1.1.2" xref="A3.E9X.3.2.2.m1.1.1.2.cmml"></mi><mo id="A3.E9X.3.2.2.m1.1.1.1" xref="A3.E9X.3.2.2.m1.1.1.1.cmml">=</mo><mrow id="A3.E9X.3.2.2.m1.1.1.3" xref="A3.E9X.3.2.2.m1.1.1.3.cmml"><mrow id="A3.E9X.3.2.2.m1.1.1.3.2" xref="A3.E9X.3.2.2.m1.1.1.3.2.cmml"><mi id="A3.E9X.3.2.2.m1.1.1.3.2.2" xref="A3.E9X.3.2.2.m1.1.1.3.2.2.cmml">A</mi><mo id="A3.E9X.3.2.2.m1.1.1.3.2.1" xref="A3.E9X.3.2.2.m1.1.1.3.2.1.cmml">⁢</mo><msup id="A3.E9X.3.2.2.m1.1.1.3.2.3" xref="A3.E9X.3.2.2.m1.1.1.3.2.3.cmml"><mi id="A3.E9X.3.2.2.m1.1.1.3.2.3.2" xref="A3.E9X.3.2.2.m1.1.1.3.2.3.2.cmml">T</mi><mi id="A3.E9X.3.2.2.m1.1.1.3.2.3.3" xref="A3.E9X.3.2.2.m1.1.1.3.2.3.3.cmml">E</mi></msup></mrow><mo id="A3.E9X.3.2.2.m1.1.1.3.1" xref="A3.E9X.3.2.2.m1.1.1.3.1.cmml">−</mo><mrow id="A3.E9X.3.2.2.m1.1.1.3.3" xref="A3.E9X.3.2.2.m1.1.1.3.3.cmml"><mi id="A3.E9X.3.2.2.m1.1.1.3.3.2" xref="A3.E9X.3.2.2.m1.1.1.3.3.2.cmml">R</mi><mo 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id="A3.E9X.3.2.2.m1.1.1.3.3.4.1.cmml" xref="A3.E9X.3.2.2.m1.1.1.3.3.4">superscript</csymbol><ci id="A3.E9X.3.2.2.m1.1.1.3.3.4.2.cmml" xref="A3.E9X.3.2.2.m1.1.1.3.3.4.2">𝑇</ci><ci id="A3.E9X.3.2.2.m1.1.1.3.3.4.3.cmml" xref="A3.E9X.3.2.2.m1.1.1.3.3.4.3">𝐸</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A3.E9X.3.2.2.m1.1c">\displaystyle=AT^{E}-RAT^{E}</annotation><annotation encoding="application/x-llamapun" id="A3.E9X.3.2.2.m1.1d">= italic_A italic_T start_POSTSUPERSCRIPT italic_E end_POSTSUPERSCRIPT - italic_R italic_A italic_T start_POSTSUPERSCRIPT italic_E end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="2">(9)</td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A3.E9Xa"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle slack^{L}" class="ltx_Math" display="inline" id="A3.E9Xa.2.1.1.m1.1"><semantics id="A3.E9Xa.2.1.1.m1.1a"><mrow id="A3.E9Xa.2.1.1.m1.1.1" xref="A3.E9Xa.2.1.1.m1.1.1.cmml"><mi id="A3.E9Xa.2.1.1.m1.1.1.2" xref="A3.E9Xa.2.1.1.m1.1.1.2.cmml">s</mi><mo id="A3.E9Xa.2.1.1.m1.1.1.1" xref="A3.E9Xa.2.1.1.m1.1.1.1.cmml">⁢</mo><mi id="A3.E9Xa.2.1.1.m1.1.1.3" xref="A3.E9Xa.2.1.1.m1.1.1.3.cmml">l</mi><mo id="A3.E9Xa.2.1.1.m1.1.1.1a" xref="A3.E9Xa.2.1.1.m1.1.1.1.cmml">⁢</mo><mi id="A3.E9Xa.2.1.1.m1.1.1.4" xref="A3.E9Xa.2.1.1.m1.1.1.4.cmml">a</mi><mo id="A3.E9Xa.2.1.1.m1.1.1.1b" xref="A3.E9Xa.2.1.1.m1.1.1.1.cmml">⁢</mo><mi id="A3.E9Xa.2.1.1.m1.1.1.5" xref="A3.E9Xa.2.1.1.m1.1.1.5.cmml">c</mi><mo id="A3.E9Xa.2.1.1.m1.1.1.1c" xref="A3.E9Xa.2.1.1.m1.1.1.1.cmml">⁢</mo><msup id="A3.E9Xa.2.1.1.m1.1.1.6" xref="A3.E9Xa.2.1.1.m1.1.1.6.cmml"><mi id="A3.E9Xa.2.1.1.m1.1.1.6.2" xref="A3.E9Xa.2.1.1.m1.1.1.6.2.cmml">k</mi><mi id="A3.E9Xa.2.1.1.m1.1.1.6.3" xref="A3.E9Xa.2.1.1.m1.1.1.6.3.cmml">L</mi></msup></mrow><annotation-xml encoding="MathML-Content" id="A3.E9Xa.2.1.1.m1.1b"><apply id="A3.E9Xa.2.1.1.m1.1.1.cmml" xref="A3.E9Xa.2.1.1.m1.1.1"><times id="A3.E9Xa.2.1.1.m1.1.1.1.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.1"></times><ci id="A3.E9Xa.2.1.1.m1.1.1.2.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.2">𝑠</ci><ci id="A3.E9Xa.2.1.1.m1.1.1.3.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.3">𝑙</ci><ci id="A3.E9Xa.2.1.1.m1.1.1.4.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.4">𝑎</ci><ci id="A3.E9Xa.2.1.1.m1.1.1.5.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.5">𝑐</ci><apply id="A3.E9Xa.2.1.1.m1.1.1.6.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.6"><csymbol cd="ambiguous" id="A3.E9Xa.2.1.1.m1.1.1.6.1.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.6">superscript</csymbol><ci id="A3.E9Xa.2.1.1.m1.1.1.6.2.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.6.2">𝑘</ci><ci id="A3.E9Xa.2.1.1.m1.1.1.6.3.cmml" xref="A3.E9Xa.2.1.1.m1.1.1.6.3">𝐿</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A3.E9Xa.2.1.1.m1.1c">\displaystyle slack^{L}</annotation><annotation encoding="application/x-llamapun" id="A3.E9Xa.2.1.1.m1.1d">italic_s italic_l italic_a italic_c italic_k start_POSTSUPERSCRIPT italic_L end_POSTSUPERSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=RAT^{L}-AT^{L}," class="ltx_Math" display="inline" id="A3.E9Xa.3.2.2.m1.1"><semantics id="A3.E9Xa.3.2.2.m1.1a"><mrow id="A3.E9Xa.3.2.2.m1.1.1.1" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.cmml"><mrow id="A3.E9Xa.3.2.2.m1.1.1.1.1" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.cmml"><mi id="A3.E9Xa.3.2.2.m1.1.1.1.1.2" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.2.cmml"></mi><mo id="A3.E9Xa.3.2.2.m1.1.1.1.1.1" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.1.cmml">=</mo><mrow id="A3.E9Xa.3.2.2.m1.1.1.1.1.3" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.cmml"><mrow id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.cmml"><mi id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.2" 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xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.1"></times><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.2.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.2">𝑅</ci><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.3.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.3">𝐴</ci><apply id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4"><csymbol cd="ambiguous" id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4.1.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4">superscript</csymbol><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4.2.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4.2">𝑇</ci><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4.3.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.2.4.3">𝐿</ci></apply></apply><apply id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3"><times id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.1.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.1"></times><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.2.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.2">𝐴</ci><apply id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3"><csymbol cd="ambiguous" id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3.1.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3">superscript</csymbol><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3.2.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3.2">𝑇</ci><ci id="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3.3.cmml" xref="A3.E9Xa.3.2.2.m1.1.1.1.1.3.3.3.3">𝐿</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A3.E9Xa.3.2.2.m1.1c">\displaystyle=RAT^{L}-AT^{L},</annotation><annotation encoding="application/x-llamapun" id="A3.E9Xa.3.2.2.m1.1d">= italic_R italic_A italic_T start_POSTSUPERSCRIPT italic_L end_POSTSUPERSCRIPT - italic_A italic_T start_POSTSUPERSCRIPT italic_L end_POSTSUPERSCRIPT ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="E,L" class="ltx_Math" display="inline" id="A3.p2.1.m1.2"><semantics id="A3.p2.1.m1.2a"><mrow id="A3.p2.1.m1.2.3.2" xref="A3.p2.1.m1.2.3.1.cmml"><mi id="A3.p2.1.m1.1.1" xref="A3.p2.1.m1.1.1.cmml">E</mi><mo id="A3.p2.1.m1.2.3.2.1" xref="A3.p2.1.m1.2.3.1.cmml">,</mo><mi id="A3.p2.1.m1.2.2" xref="A3.p2.1.m1.2.2.cmml">L</mi></mrow><annotation-xml encoding="MathML-Content" id="A3.p2.1.m1.2b"><list id="A3.p2.1.m1.2.3.1.cmml" xref="A3.p2.1.m1.2.3.2"><ci id="A3.p2.1.m1.1.1.cmml" xref="A3.p2.1.m1.1.1">𝐸</ci><ci id="A3.p2.1.m1.2.2.cmml" xref="A3.p2.1.m1.2.2">𝐿</ci></list></annotation-xml><annotation encoding="application/x-tex" id="A3.p2.1.m1.2c">E,L</annotation><annotation encoding="application/x-llamapun" id="A3.p2.1.m1.2d">italic_E , italic_L</annotation></semantics></math> means early and late respectively, and a positive slack means that the timing constraint is satisfied. </div> </section> <section class="ltx_appendix" id="A4"> <h2 class="ltx_title ltx_title_appendix"> Appendix D Experiments</h2> <section class="ltx_subsection" id="A4.SS1"> <h3 class="ltx_title ltx_title_subsection"> D.1 Flatten <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="A4.SS1.1.m1.1"><semantics id="A4.SS1.1.m1.1b"><msubsup id="A4.SS1.1.m1.1.1" xref="A4.SS1.1.m1.1.1.cmml"><mi id="A4.SS1.1.m1.1.1.2.2" xref="A4.SS1.1.m1.1.1.2.2.cmml">R</mi><mi id="A4.SS1.1.m1.1.1.2.3" xref="A4.SS1.1.m1.1.1.2.3.cmml">f</mi><mn id="A4.SS1.1.m1.1.1.3" xref="A4.SS1.1.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.SS1.1.m1.1c"><apply id="A4.SS1.1.m1.1.1.cmml" xref="A4.SS1.1.m1.1.1"><csymbol cd="ambiguous" id="A4.SS1.1.m1.1.1.1.cmml" xref="A4.SS1.1.m1.1.1">superscript</csymbol><apply id="A4.SS1.1.m1.1.1.2.cmml" xref="A4.SS1.1.m1.1.1"><csymbol cd="ambiguous" id="A4.SS1.1.m1.1.1.2.1.cmml" xref="A4.SS1.1.m1.1.1">subscript</csymbol><ci id="A4.SS1.1.m1.1.1.2.2.cmml" xref="A4.SS1.1.m1.1.1.2.2">𝑅</ci><ci id="A4.SS1.1.m1.1.1.2.3.cmml" xref="A4.SS1.1.m1.1.1.2.3">𝑓</ci></apply><cn id="A4.SS1.1.m1.1.1.3.cmml" type="integer" xref="A4.SS1.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS1.1.m1.1d">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.SS1.1.m1.1e">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> and Un-Flatten <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="A4.SS1.2.m2.1"><semantics id="A4.SS1.2.m2.1b"><msubsup id="A4.SS1.2.m2.1.1" xref="A4.SS1.2.m2.1.1.cmml"><mi id="A4.SS1.2.m2.1.1.2.2" xref="A4.SS1.2.m2.1.1.2.2.cmml">R</mi><mrow id="A4.SS1.2.m2.1.1.2.3" xref="A4.SS1.2.m2.1.1.2.3.cmml"><mi id="A4.SS1.2.m2.1.1.2.3.2" xref="A4.SS1.2.m2.1.1.2.3.2.cmml">u</mi><mo id="A4.SS1.2.m2.1.1.2.3.1" xref="A4.SS1.2.m2.1.1.2.3.1.cmml">⁢</mo><mi id="A4.SS1.2.m2.1.1.2.3.3" xref="A4.SS1.2.m2.1.1.2.3.3.cmml">f</mi></mrow><mn id="A4.SS1.2.m2.1.1.3" xref="A4.SS1.2.m2.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.SS1.2.m2.1c"><apply id="A4.SS1.2.m2.1.1.cmml" xref="A4.SS1.2.m2.1.1"><csymbol cd="ambiguous" id="A4.SS1.2.m2.1.1.1.cmml" xref="A4.SS1.2.m2.1.1">superscript</csymbol><apply id="A4.SS1.2.m2.1.1.2.cmml" xref="A4.SS1.2.m2.1.1"><csymbol cd="ambiguous" id="A4.SS1.2.m2.1.1.2.1.cmml" xref="A4.SS1.2.m2.1.1">subscript</csymbol><ci id="A4.SS1.2.m2.1.1.2.2.cmml" xref="A4.SS1.2.m2.1.1.2.2">𝑅</ci><apply id="A4.SS1.2.m2.1.1.2.3.cmml" xref="A4.SS1.2.m2.1.1.2.3"><times id="A4.SS1.2.m2.1.1.2.3.1.cmml" xref="A4.SS1.2.m2.1.1.2.3.1"></times><ci id="A4.SS1.2.m2.1.1.2.3.2.cmml" xref="A4.SS1.2.m2.1.1.2.3.2">𝑢</ci><ci id="A4.SS1.2.m2.1.1.2.3.3.cmml" xref="A4.SS1.2.m2.1.1.2.3.3">𝑓</ci></apply></apply><cn id="A4.SS1.2.m2.1.1.3.cmml" type="integer" xref="A4.SS1.2.m2.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS1.2.m2.1d">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.SS1.2.m2.1e">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> </h3> <div class="ltx_para" id="A4.SS1.p1"> Under <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="A4.SS1.p1.1.m1.1"><semantics id="A4.SS1.p1.1.m1.1a"><msubsup id="A4.SS1.p1.1.m1.1.1" xref="A4.SS1.p1.1.m1.1.1.cmml"><mi id="A4.SS1.p1.1.m1.1.1.2.2" xref="A4.SS1.p1.1.m1.1.1.2.2.cmml">R</mi><mi id="A4.SS1.p1.1.m1.1.1.2.3" xref="A4.SS1.p1.1.m1.1.1.2.3.cmml">f</mi><mn id="A4.SS1.p1.1.m1.1.1.3" xref="A4.SS1.p1.1.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.SS1.p1.1.m1.1b"><apply id="A4.SS1.p1.1.m1.1.1.cmml" xref="A4.SS1.p1.1.m1.1.1"><csymbol cd="ambiguous" id="A4.SS1.p1.1.m1.1.1.1.cmml" xref="A4.SS1.p1.1.m1.1.1">superscript</csymbol><apply id="A4.SS1.p1.1.m1.1.1.2.cmml" xref="A4.SS1.p1.1.m1.1.1"><csymbol cd="ambiguous" id="A4.SS1.p1.1.m1.1.1.2.1.cmml" xref="A4.SS1.p1.1.m1.1.1">subscript</csymbol><ci id="A4.SS1.p1.1.m1.1.1.2.2.cmml" xref="A4.SS1.p1.1.m1.1.1.2.2">𝑅</ci><ci id="A4.SS1.p1.1.m1.1.1.2.3.cmml" xref="A4.SS1.p1.1.m1.1.1.2.3">𝑓</ci></apply><cn id="A4.SS1.p1.1.m1.1.1.3.cmml" type="integer" xref="A4.SS1.p1.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS1.p1.1.m1.1c">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.SS1.p1.1.m1.1d">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, previous method achieves 0.866. However, under <math alttext="R_{uf}^{2}" class="ltx_Math" display="inline" id="A4.SS1.p1.2.m2.1"><semantics id="A4.SS1.p1.2.m2.1a"><msubsup id="A4.SS1.p1.2.m2.1.1" xref="A4.SS1.p1.2.m2.1.1.cmml"><mi id="A4.SS1.p1.2.m2.1.1.2.2" xref="A4.SS1.p1.2.m2.1.1.2.2.cmml">R</mi><mrow id="A4.SS1.p1.2.m2.1.1.2.3" xref="A4.SS1.p1.2.m2.1.1.2.3.cmml"><mi id="A4.SS1.p1.2.m2.1.1.2.3.2" xref="A4.SS1.p1.2.m2.1.1.2.3.2.cmml">u</mi><mo id="A4.SS1.p1.2.m2.1.1.2.3.1" xref="A4.SS1.p1.2.m2.1.1.2.3.1.cmml">⁢</mo><mi id="A4.SS1.p1.2.m2.1.1.2.3.3" xref="A4.SS1.p1.2.m2.1.1.2.3.3.cmml">f</mi></mrow><mn id="A4.SS1.p1.2.m2.1.1.3" xref="A4.SS1.p1.2.m2.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.SS1.p1.2.m2.1b"><apply id="A4.SS1.p1.2.m2.1.1.cmml" xref="A4.SS1.p1.2.m2.1.1"><csymbol cd="ambiguous" id="A4.SS1.p1.2.m2.1.1.1.cmml" xref="A4.SS1.p1.2.m2.1.1">superscript</csymbol><apply id="A4.SS1.p1.2.m2.1.1.2.cmml" xref="A4.SS1.p1.2.m2.1.1"><csymbol cd="ambiguous" id="A4.SS1.p1.2.m2.1.1.2.1.cmml" xref="A4.SS1.p1.2.m2.1.1">subscript</csymbol><ci id="A4.SS1.p1.2.m2.1.1.2.2.cmml" xref="A4.SS1.p1.2.m2.1.1.2.2">𝑅</ci><apply id="A4.SS1.p1.2.m2.1.1.2.3.cmml" xref="A4.SS1.p1.2.m2.1.1.2.3"><times id="A4.SS1.p1.2.m2.1.1.2.3.1.cmml" xref="A4.SS1.p1.2.m2.1.1.2.3.1"></times><ci id="A4.SS1.p1.2.m2.1.1.2.3.2.cmml" xref="A4.SS1.p1.2.m2.1.1.2.3.2">𝑢</ci><ci id="A4.SS1.p1.2.m2.1.1.2.3.3.cmml" xref="A4.SS1.p1.2.m2.1.1.2.3.3">𝑓</ci></apply></apply><cn id="A4.SS1.p1.2.m2.1.1.3.cmml" type="integer" xref="A4.SS1.p1.2.m2.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS1.p1.2.m2.1c">R_{uf}^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.SS1.p1.2.m2.1d">italic_R start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, it only achieves 0.576 as shown in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.T7" title="Table 7 ‣ D.1 Flatten 𝑅_𝑓² and Un-Flatten 𝑅_{𝑢⁢𝑓}² ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">7</a>. With <math alttext="k_{f}/k_{uf}>1" class="ltx_Math" display="inline" id="A4.SS1.p1.3.m3.1"><semantics id="A4.SS1.p1.3.m3.1a"><mrow id="A4.SS1.p1.3.m3.1.1" xref="A4.SS1.p1.3.m3.1.1.cmml"><mrow id="A4.SS1.p1.3.m3.1.1.2" xref="A4.SS1.p1.3.m3.1.1.2.cmml"><msub id="A4.SS1.p1.3.m3.1.1.2.2" xref="A4.SS1.p1.3.m3.1.1.2.2.cmml"><mi id="A4.SS1.p1.3.m3.1.1.2.2.2" xref="A4.SS1.p1.3.m3.1.1.2.2.2.cmml">k</mi><mi id="A4.SS1.p1.3.m3.1.1.2.2.3" xref="A4.SS1.p1.3.m3.1.1.2.2.3.cmml">f</mi></msub><mo id="A4.SS1.p1.3.m3.1.1.2.1" xref="A4.SS1.p1.3.m3.1.1.2.1.cmml">/</mo><msub id="A4.SS1.p1.3.m3.1.1.2.3" xref="A4.SS1.p1.3.m3.1.1.2.3.cmml"><mi id="A4.SS1.p1.3.m3.1.1.2.3.2" xref="A4.SS1.p1.3.m3.1.1.2.3.2.cmml">k</mi><mrow id="A4.SS1.p1.3.m3.1.1.2.3.3" xref="A4.SS1.p1.3.m3.1.1.2.3.3.cmml"><mi id="A4.SS1.p1.3.m3.1.1.2.3.3.2" xref="A4.SS1.p1.3.m3.1.1.2.3.3.2.cmml">u</mi><mo id="A4.SS1.p1.3.m3.1.1.2.3.3.1" xref="A4.SS1.p1.3.m3.1.1.2.3.3.1.cmml">⁢</mo><mi id="A4.SS1.p1.3.m3.1.1.2.3.3.3" xref="A4.SS1.p1.3.m3.1.1.2.3.3.3.cmml">f</mi></mrow></msub></mrow><mo id="A4.SS1.p1.3.m3.1.1.1" xref="A4.SS1.p1.3.m3.1.1.1.cmml">></mo><mn id="A4.SS1.p1.3.m3.1.1.3" xref="A4.SS1.p1.3.m3.1.1.3.cmml">1</mn></mrow><annotation-xml encoding="MathML-Content" id="A4.SS1.p1.3.m3.1b"><apply id="A4.SS1.p1.3.m3.1.1.cmml" xref="A4.SS1.p1.3.m3.1.1"><gt id="A4.SS1.p1.3.m3.1.1.1.cmml" xref="A4.SS1.p1.3.m3.1.1.1"></gt><apply id="A4.SS1.p1.3.m3.1.1.2.cmml" xref="A4.SS1.p1.3.m3.1.1.2"><divide id="A4.SS1.p1.3.m3.1.1.2.1.cmml" xref="A4.SS1.p1.3.m3.1.1.2.1"></divide><apply id="A4.SS1.p1.3.m3.1.1.2.2.cmml" xref="A4.SS1.p1.3.m3.1.1.2.2"><csymbol cd="ambiguous" id="A4.SS1.p1.3.m3.1.1.2.2.1.cmml" xref="A4.SS1.p1.3.m3.1.1.2.2">subscript</csymbol><ci id="A4.SS1.p1.3.m3.1.1.2.2.2.cmml" xref="A4.SS1.p1.3.m3.1.1.2.2.2">𝑘</ci><ci id="A4.SS1.p1.3.m3.1.1.2.2.3.cmml" xref="A4.SS1.p1.3.m3.1.1.2.2.3">𝑓</ci></apply><apply id="A4.SS1.p1.3.m3.1.1.2.3.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3"><csymbol cd="ambiguous" id="A4.SS1.p1.3.m3.1.1.2.3.1.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3">subscript</csymbol><ci id="A4.SS1.p1.3.m3.1.1.2.3.2.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3.2">𝑘</ci><apply id="A4.SS1.p1.3.m3.1.1.2.3.3.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3.3"><times id="A4.SS1.p1.3.m3.1.1.2.3.3.1.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3.3.1"></times><ci id="A4.SS1.p1.3.m3.1.1.2.3.3.2.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3.3.2">𝑢</ci><ci id="A4.SS1.p1.3.m3.1.1.2.3.3.3.cmml" xref="A4.SS1.p1.3.m3.1.1.2.3.3.3">𝑓</ci></apply></apply></apply><cn id="A4.SS1.p1.3.m3.1.1.3.cmml" type="integer" xref="A4.SS1.p1.3.m3.1.1.3">1</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS1.p1.3.m3.1c">k_{f}/k_{uf}>1</annotation><annotation encoding="application/x-llamapun" id="A4.SS1.p1.3.m3.1d">italic_k start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT / italic_k start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT > 1</annotation></semantics></math> in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.T7" title="Table 7 ‣ D.1 Flatten 𝑅_𝑓² and Un-Flatten 𝑅_{𝑢⁢𝑓}² ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">7</a> we can see that, after flattening the multi-channel slack, VAR increases faster and higher than MSE, leading to the improvement about 0.3 of <math alttext="R^{2}" class="ltx_Math" display="inline" id="A4.SS1.p1.4.m4.1"><semantics id="A4.SS1.p1.4.m4.1a"><msup id="A4.SS1.p1.4.m4.1.1" xref="A4.SS1.p1.4.m4.1.1.cmml"><mi id="A4.SS1.p1.4.m4.1.1.2" xref="A4.SS1.p1.4.m4.1.1.2.cmml">R</mi><mn id="A4.SS1.p1.4.m4.1.1.3" xref="A4.SS1.p1.4.m4.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="A4.SS1.p1.4.m4.1b"><apply id="A4.SS1.p1.4.m4.1.1.cmml" xref="A4.SS1.p1.4.m4.1.1"><csymbol cd="ambiguous" id="A4.SS1.p1.4.m4.1.1.1.cmml" xref="A4.SS1.p1.4.m4.1.1">superscript</csymbol><ci 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id="A4.T7.4.4.4.4.4.4.4.m1.1.1.2.2.cmml" xref="A4.T7.4.4.4.4.4.4.4.m1.1.1.2.2">𝑅</ci><cn id="A4.T7.4.4.4.4.4.4.4.m1.1.1.2.3.cmml" type="integer" xref="A4.T7.4.4.4.4.4.4.4.m1.1.1.2.3">2</cn></apply><apply id="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.cmml" xref="A4.T7.4.4.4.4.4.4.4.m1.1.1.3"><times id="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.1.cmml" xref="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.1"></times><ci id="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.2.cmml" xref="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.2">𝑢</ci><ci id="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.3.cmml" xref="A4.T7.4.4.4.4.4.4.4.m1.1.1.3.3">𝑓</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.4.4.4.4.4.4.4.m1.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.4.4.4.4.4.4.4.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T7.5.5.5.5.5.5.5.m1.1"><semantics id="A4.T7.5.5.5.5.5.5.5.m1.1a"><msubsup id="A4.T7.5.5.5.5.5.5.5.m1.1.1" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.cmml"><mi id="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.2" mathcolor="#000000" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.2.cmml">R</mi><mi id="A4.T7.5.5.5.5.5.5.5.m1.1.1.3" mathcolor="#000000" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.3.cmml">f</mi><mn id="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.3" mathcolor="#000000" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T7.5.5.5.5.5.5.5.m1.1b"><apply id="A4.T7.5.5.5.5.5.5.5.m1.1.1.cmml" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1"><csymbol cd="ambiguous" id="A4.T7.5.5.5.5.5.5.5.m1.1.1.1.cmml" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1">subscript</csymbol><apply id="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.cmml" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1"><csymbol cd="ambiguous" id="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.1.cmml" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1">superscript</csymbol><ci id="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.2.cmml" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.2">𝑅</ci><cn id="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.3.cmml" type="integer" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.2.3">2</cn></apply><ci id="A4.T7.5.5.5.5.5.5.5.m1.1.1.3.cmml" xref="A4.T7.5.5.5.5.5.5.5.m1.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.5.5.5.5.5.5.5.m1.1c">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.5.5.5.5.5.5.5.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> train BM64 4.322 11.769 2.723 0.695 0.915 aes128 3.867 23.190 5.997 -0.201 0.957 aes256 6.753 29.780 4.410 0.649 0.966 aes_cipher 5.877 36.984 6.293 0.614 0.973 blabla 64.797 69.614 1.074 0.980 0.986 cic_decimator 56.084 81.282 1.449 0.979 0.988 des 28.218 98.766 3.500 0.894 0.990 genericfir 1.814 7.154 3.944 0.142 0.860 picorv32a 5.860 16.753 2.859 0.811 0.940 salsa20 6.989 12.208 1.747 0.648 0.918 usb 76.626 62.343 0.814 0.971 0.984 usb_cdc_core 111.328 39.247 0.353 0.971 0.975 wbqspiflash 52.909 50.267 0.950 0.972 0.980 zipdiv 92.350 21.805 0.236 0.958 0.954 test aes192 4.798 25.162 5.244 0.649 0.960 jpeg_encoder 1.717 10.627 6.190 0.271 0.906 spm 4.931 4.189 0.850 0.696 0.761 synth_ram 7.898 5.301 0.671 0.763 0.811 usbf_device 2.723 12.740 4.678 0.317 0.922 xtea 11.444 4.211 0.368 0.781 0.763 y_huff 6.311 17.172 2.721 0.552 0.942 Avg. train 36.985 40.083 2.596 0.720 0.956 Avg. test 5.689 11.343 2.960 0.576 0.866 </div> <figcaption class="ltx_caption ltx_centering">Table 7: <math alttext="R^{2}" class="ltx_Math" display="inline" id="A4.T7.12.m1.1"><semantics id="A4.T7.12.m1.1b"><msup id="A4.T7.12.m1.1.1" xref="A4.T7.12.m1.1.1.cmml"><mi id="A4.T7.12.m1.1.1.2" xref="A4.T7.12.m1.1.1.2.cmml">R</mi><mn id="A4.T7.12.m1.1.1.3" xref="A4.T7.12.m1.1.1.3.cmml">2</mn></msup><annotation-xml encoding="MathML-Content" id="A4.T7.12.m1.1c"><apply id="A4.T7.12.m1.1.1.cmml" xref="A4.T7.12.m1.1.1"><csymbol cd="ambiguous" id="A4.T7.12.m1.1.1.1.cmml" xref="A4.T7.12.m1.1.1">superscript</csymbol><ci id="A4.T7.12.m1.1.1.2.cmml" xref="A4.T7.12.m1.1.1.2">𝑅</ci><cn id="A4.T7.12.m1.1.1.3.cmml" type="integer" xref="A4.T7.12.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.12.m1.1d">R^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.12.m1.1e">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> on both original and flatten data in SOTA ML-based method TimingGCN <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite>. <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T7.13.m2.1"><semantics id="A4.T7.13.m2.1b"><msubsup id="A4.T7.13.m2.1.1" xref="A4.T7.13.m2.1.1.cmml"><mi id="A4.T7.13.m2.1.1.2.2" xref="A4.T7.13.m2.1.1.2.2.cmml">R</mi><mi id="A4.T7.13.m2.1.1.3" xref="A4.T7.13.m2.1.1.3.cmml">f</mi><mn id="A4.T7.13.m2.1.1.2.3" xref="A4.T7.13.m2.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T7.13.m2.1c"><apply id="A4.T7.13.m2.1.1.cmml" xref="A4.T7.13.m2.1.1"><csymbol cd="ambiguous" id="A4.T7.13.m2.1.1.1.cmml" xref="A4.T7.13.m2.1.1">subscript</csymbol><apply id="A4.T7.13.m2.1.1.2.cmml" xref="A4.T7.13.m2.1.1"><csymbol cd="ambiguous" id="A4.T7.13.m2.1.1.2.1.cmml" xref="A4.T7.13.m2.1.1">superscript</csymbol><ci id="A4.T7.13.m2.1.1.2.2.cmml" xref="A4.T7.13.m2.1.1.2.2">𝑅</ci><cn id="A4.T7.13.m2.1.1.2.3.cmml" type="integer" xref="A4.T7.13.m2.1.1.2.3">2</cn></apply><ci id="A4.T7.13.m2.1.1.3.cmml" xref="A4.T7.13.m2.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.13.m2.1d">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.13.m2.1e">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> on flatten data (<math alttext="\mathbb{R}^{4n}" class="ltx_Math" display="inline" id="A4.T7.14.m3.1"><semantics id="A4.T7.14.m3.1b"><msup id="A4.T7.14.m3.1.1" xref="A4.T7.14.m3.1.1.cmml"><mi id="A4.T7.14.m3.1.1.2" xref="A4.T7.14.m3.1.1.2.cmml">ℝ</mi><mrow id="A4.T7.14.m3.1.1.3" xref="A4.T7.14.m3.1.1.3.cmml"><mn id="A4.T7.14.m3.1.1.3.2" xref="A4.T7.14.m3.1.1.3.2.cmml">4</mn><mo id="A4.T7.14.m3.1.1.3.1" xref="A4.T7.14.m3.1.1.3.1.cmml">⁢</mo><mi id="A4.T7.14.m3.1.1.3.3" xref="A4.T7.14.m3.1.1.3.3.cmml">n</mi></mrow></msup><annotation-xml encoding="MathML-Content" id="A4.T7.14.m3.1c"><apply id="A4.T7.14.m3.1.1.cmml" xref="A4.T7.14.m3.1.1"><csymbol cd="ambiguous" id="A4.T7.14.m3.1.1.1.cmml" xref="A4.T7.14.m3.1.1">superscript</csymbol><ci id="A4.T7.14.m3.1.1.2.cmml" xref="A4.T7.14.m3.1.1.2">ℝ</ci><apply id="A4.T7.14.m3.1.1.3.cmml" xref="A4.T7.14.m3.1.1.3"><times id="A4.T7.14.m3.1.1.3.1.cmml" xref="A4.T7.14.m3.1.1.3.1"></times><cn id="A4.T7.14.m3.1.1.3.2.cmml" type="integer" xref="A4.T7.14.m3.1.1.3.2">4</cn><ci id="A4.T7.14.m3.1.1.3.3.cmml" xref="A4.T7.14.m3.1.1.3.3">𝑛</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.14.m3.1d">\mathbb{R}^{4n}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.14.m3.1e">blackboard_R start_POSTSUPERSCRIPT 4 italic_n end_POSTSUPERSCRIPT</annotation></semantics></math>) is much higher than <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="A4.T7.15.m4.1"><semantics id="A4.T7.15.m4.1b"><msubsup id="A4.T7.15.m4.1.1" xref="A4.T7.15.m4.1.1.cmml"><mi id="A4.T7.15.m4.1.1.2.2" xref="A4.T7.15.m4.1.1.2.2.cmml">R</mi><mrow id="A4.T7.15.m4.1.1.3" xref="A4.T7.15.m4.1.1.3.cmml"><mi id="A4.T7.15.m4.1.1.3.2" xref="A4.T7.15.m4.1.1.3.2.cmml">u</mi><mo id="A4.T7.15.m4.1.1.3.1" xref="A4.T7.15.m4.1.1.3.1.cmml">⁢</mo><mi id="A4.T7.15.m4.1.1.3.3" xref="A4.T7.15.m4.1.1.3.3.cmml">f</mi></mrow><mn id="A4.T7.15.m4.1.1.2.3" xref="A4.T7.15.m4.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" 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start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> on original data (<math alttext="\mathbb{R}^{n\times 4}" class="ltx_Math" display="inline" id="A4.T7.16.m5.1"><semantics id="A4.T7.16.m5.1b"><msup id="A4.T7.16.m5.1.1" xref="A4.T7.16.m5.1.1.cmml"><mi id="A4.T7.16.m5.1.1.2" xref="A4.T7.16.m5.1.1.2.cmml">ℝ</mi><mrow id="A4.T7.16.m5.1.1.3" xref="A4.T7.16.m5.1.1.3.cmml"><mi id="A4.T7.16.m5.1.1.3.2" xref="A4.T7.16.m5.1.1.3.2.cmml">n</mi><mo id="A4.T7.16.m5.1.1.3.1" lspace="0.222em" rspace="0.222em" xref="A4.T7.16.m5.1.1.3.1.cmml">×</mo><mn id="A4.T7.16.m5.1.1.3.3" xref="A4.T7.16.m5.1.1.3.3.cmml">4</mn></mrow></msup><annotation-xml encoding="MathML-Content" id="A4.T7.16.m5.1c"><apply id="A4.T7.16.m5.1.1.cmml" xref="A4.T7.16.m5.1.1"><csymbol cd="ambiguous" id="A4.T7.16.m5.1.1.1.cmml" xref="A4.T7.16.m5.1.1">superscript</csymbol><ci id="A4.T7.16.m5.1.1.2.cmml" xref="A4.T7.16.m5.1.1.2">ℝ</ci><apply id="A4.T7.16.m5.1.1.3.cmml" xref="A4.T7.16.m5.1.1.3"><times id="A4.T7.16.m5.1.1.3.1.cmml" xref="A4.T7.16.m5.1.1.3.1"></times><ci id="A4.T7.16.m5.1.1.3.2.cmml" xref="A4.T7.16.m5.1.1.3.2">𝑛</ci><cn id="A4.T7.16.m5.1.1.3.3.cmml" type="integer" xref="A4.T7.16.m5.1.1.3.3">4</cn></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.16.m5.1d">\mathbb{R}^{n\times 4}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.16.m5.1e">blackboard_R start_POSTSUPERSCRIPT italic_n × 4 end_POSTSUPERSCRIPT</annotation></semantics></math>). As a result, <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T7.17.m6.1"><semantics id="A4.T7.17.m6.1b"><msubsup id="A4.T7.17.m6.1.1" xref="A4.T7.17.m6.1.1.cmml"><mi id="A4.T7.17.m6.1.1.2.2" xref="A4.T7.17.m6.1.1.2.2.cmml">R</mi><mi id="A4.T7.17.m6.1.1.3" xref="A4.T7.17.m6.1.1.3.cmml">f</mi><mn id="A4.T7.17.m6.1.1.2.3" xref="A4.T7.17.m6.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T7.17.m6.1c"><apply id="A4.T7.17.m6.1.1.cmml" xref="A4.T7.17.m6.1.1"><csymbol cd="ambiguous" id="A4.T7.17.m6.1.1.1.cmml" xref="A4.T7.17.m6.1.1">subscript</csymbol><apply id="A4.T7.17.m6.1.1.2.cmml" xref="A4.T7.17.m6.1.1"><csymbol cd="ambiguous" id="A4.T7.17.m6.1.1.2.1.cmml" xref="A4.T7.17.m6.1.1">superscript</csymbol><ci id="A4.T7.17.m6.1.1.2.2.cmml" xref="A4.T7.17.m6.1.1.2.2">𝑅</ci><cn id="A4.T7.17.m6.1.1.2.3.cmml" type="integer" xref="A4.T7.17.m6.1.1.2.3">2</cn></apply><ci id="A4.T7.17.m6.1.1.3.cmml" xref="A4.T7.17.m6.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T7.17.m6.1d">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.T7.17.m6.1e">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> cannot reflect the real performance. </figcaption> </figure> </section> <section class="ltx_subsection" id="A4.SS2"> <h3 class="ltx_title ltx_title_subsection"> D.2 Experiments on Other Metrics</h3> <div class="ltx_para" id="A4.SS2.p1"> For fairness and integrity, we also evaluate baselines and our PreRoutGNN with flatten <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="A4.SS2.p1.1.m1.1"><semantics id="A4.SS2.p1.1.m1.1a"><msubsup id="A4.SS2.p1.1.m1.1.1" xref="A4.SS2.p1.1.m1.1.1.cmml"><mi id="A4.SS2.p1.1.m1.1.1.2.2" xref="A4.SS2.p1.1.m1.1.1.2.2.cmml">R</mi><mi id="A4.SS2.p1.1.m1.1.1.2.3" xref="A4.SS2.p1.1.m1.1.1.2.3.cmml">f</mi><mn id="A4.SS2.p1.1.m1.1.1.3" xref="A4.SS2.p1.1.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.SS2.p1.1.m1.1b"><apply id="A4.SS2.p1.1.m1.1.1.cmml" xref="A4.SS2.p1.1.m1.1.1"><csymbol cd="ambiguous" id="A4.SS2.p1.1.m1.1.1.1.cmml" xref="A4.SS2.p1.1.m1.1.1">superscript</csymbol><apply id="A4.SS2.p1.1.m1.1.1.2.cmml" xref="A4.SS2.p1.1.m1.1.1"><csymbol cd="ambiguous" id="A4.SS2.p1.1.m1.1.1.2.1.cmml" xref="A4.SS2.p1.1.m1.1.1">subscript</csymbol><ci id="A4.SS2.p1.1.m1.1.1.2.2.cmml" xref="A4.SS2.p1.1.m1.1.1.2.2">𝑅</ci><ci id="A4.SS2.p1.1.m1.1.1.2.3.cmml" xref="A4.SS2.p1.1.m1.1.1.2.3">𝑓</ci></apply><cn id="A4.SS2.p1.1.m1.1.1.3.cmml" type="integer" xref="A4.SS2.p1.1.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS2.p1.1.m1.1c">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.SS2.p1.1.m1.1d">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math>, which shown in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.T8" title="Table 8 ‣ D.2 Experiments on Other Metrics ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">8</a> and Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.T9" title="Table 9 ‣ D.2 Experiments on Other Metrics ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">9</a>. Our approach still outperforms other baselines. However, we want to emphasize that compared to flatten <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.SS2.p1.2.m2.1"><semantics id="A4.SS2.p1.2.m2.1a"><msubsup id="A4.SS2.p1.2.m2.1.1" xref="A4.SS2.p1.2.m2.1.1.cmml"><mi id="A4.SS2.p1.2.m2.1.1.2.2" xref="A4.SS2.p1.2.m2.1.1.2.2.cmml">R</mi><mi id="A4.SS2.p1.2.m2.1.1.3" xref="A4.SS2.p1.2.m2.1.1.3.cmml">f</mi><mn id="A4.SS2.p1.2.m2.1.1.2.3" xref="A4.SS2.p1.2.m2.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.SS2.p1.2.m2.1b"><apply id="A4.SS2.p1.2.m2.1.1.cmml" xref="A4.SS2.p1.2.m2.1.1"><csymbol cd="ambiguous" id="A4.SS2.p1.2.m2.1.1.1.cmml" xref="A4.SS2.p1.2.m2.1.1">subscript</csymbol><apply id="A4.SS2.p1.2.m2.1.1.2.cmml" xref="A4.SS2.p1.2.m2.1.1"><csymbol cd="ambiguous" id="A4.SS2.p1.2.m2.1.1.2.1.cmml" xref="A4.SS2.p1.2.m2.1.1">superscript</csymbol><ci id="A4.SS2.p1.2.m2.1.1.2.2.cmml" xref="A4.SS2.p1.2.m2.1.1.2.2">𝑅</ci><cn id="A4.SS2.p1.2.m2.1.1.2.3.cmml" type="integer" xref="A4.SS2.p1.2.m2.1.1.2.3">2</cn></apply><ci id="A4.SS2.p1.2.m2.1.1.3.cmml" xref="A4.SS2.p1.2.m2.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.SS2.p1.2.m2.1c">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.SS2.p1.2.m2.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math>, un-flatten <math alttext="R^{2}_{uf}" class="ltx_Math" display="inline" id="A4.SS2.p1.3.m3.1"><semantics id="A4.SS2.p1.3.m3.1a"><msubsup id="A4.SS2.p1.3.m3.1.1" xref="A4.SS2.p1.3.m3.1.1.cmml"><mi id="A4.SS2.p1.3.m3.1.1.2.2" xref="A4.SS2.p1.3.m3.1.1.2.2.cmml">R</mi><mrow id="A4.SS2.p1.3.m3.1.1.3" xref="A4.SS2.p1.3.m3.1.1.3.cmml"><mi id="A4.SS2.p1.3.m3.1.1.3.2" xref="A4.SS2.p1.3.m3.1.1.3.2.cmml">u</mi><mo id="A4.SS2.p1.3.m3.1.1.3.1" xref="A4.SS2.p1.3.m3.1.1.3.1.cmml">⁢</mo><mi id="A4.SS2.p1.3.m3.1.1.3.3" xref="A4.SS2.p1.3.m3.1.1.3.3.cmml">f</mi></mrow><mn 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encoding="application/x-tex" id="A4.SS2.p1.3.m3.1c">R^{2}_{uf}</annotation><annotation encoding="application/x-llamapun" id="A4.SS2.p1.3.m3.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_u italic_f end_POSTSUBSCRIPT</annotation></semantics></math> is a more appropriate evaluation metric. </div> <figure class="ltx_table" id="A4.T8"> <div class="ltx_inline-block ltx_align_center ltx_transformed_outer" id="A4.T8.107" style="width:400.3pt;height:450pt;vertical-align:-0.0pt;"> Dataset flatten <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T8.1.1.1.1.1.1.1.m1.1"><semantics id="A4.T8.1.1.1.1.1.1.1.m1.1a"><msubsup id="A4.T8.1.1.1.1.1.1.1.m1.1.1" xref="A4.T8.1.1.1.1.1.1.1.m1.1.1.cmml"><mi id="A4.T8.1.1.1.1.1.1.1.m1.1.1.2.2" mathcolor="#000000" xref="A4.T8.1.1.1.1.1.1.1.m1.1.1.2.2.cmml">R</mi><mi id="A4.T8.1.1.1.1.1.1.1.m1.1.1.3" mathcolor="#000000" xref="A4.T8.1.1.1.1.1.1.1.m1.1.1.3.cmml">f</mi><mn id="A4.T8.1.1.1.1.1.1.1.m1.1.1.2.3" 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id="A4.T8.1.1.1.1.1.1.1.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> (<math alttext="\uparrow" class="ltx_Math" display="inline" id="A4.T8.2.2.2.2.2.2.2.m2.1"><semantics id="A4.T8.2.2.2.2.2.2.2.m2.1a"><mo id="A4.T8.2.2.2.2.2.2.2.m2.1.1" mathcolor="#000000" stretchy="false" xref="A4.T8.2.2.2.2.2.2.2.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="A4.T8.2.2.2.2.2.2.2.m2.1b"><ci id="A4.T8.2.2.2.2.2.2.2.m2.1.1.cmml" xref="A4.T8.2.2.2.2.2.2.2.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.2.2.2.2.2.2.2.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="A4.T8.2.2.2.2.2.2.2.m2.1d">↑</annotation></semantics></math>) GCNII GAT GINE TimingGCN PreRoutGNN train BM64 0.941 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.3.3.3.3.3.3.1.m1.1"><semantics id="A4.T8.3.3.3.3.3.3.1.m1.1a"><mo id="A4.T8.3.3.3.3.3.3.1.m1.1.1" mathcolor="#000000" xref="A4.T8.3.3.3.3.3.3.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.3.3.3.3.3.3.1.m1.1b"><csymbol cd="latexml" id="A4.T8.3.3.3.3.3.3.1.m1.1.1.cmml" xref="A4.T8.3.3.3.3.3.3.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.3.3.3.3.3.3.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.3.3.3.3.3.3.1.m1.1d">±</annotation></semantics></math> 0.030 0.815 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.4.4.4.4.4.4.2.m1.1"><semantics id="A4.T8.4.4.4.4.4.4.2.m1.1a"><mo id="A4.T8.4.4.4.4.4.4.2.m1.1.1" mathcolor="#000000" xref="A4.T8.4.4.4.4.4.4.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.4.4.4.4.4.4.2.m1.1b"><csymbol cd="latexml" id="A4.T8.4.4.4.4.4.4.2.m1.1.1.cmml" xref="A4.T8.4.4.4.4.4.4.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.4.4.4.4.4.4.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.4.4.4.4.4.4.2.m1.1d">±</annotation></semantics></math> 0.080 0.898 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.5.5.5.5.5.5.3.m1.1"><semantics id="A4.T8.5.5.5.5.5.5.3.m1.1a"><mo id="A4.T8.5.5.5.5.5.5.3.m1.1.1" mathcolor="#000000" xref="A4.T8.5.5.5.5.5.5.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.5.5.5.5.5.5.3.m1.1b"><csymbol cd="latexml" id="A4.T8.5.5.5.5.5.5.3.m1.1.1.cmml" xref="A4.T8.5.5.5.5.5.5.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.5.5.5.5.5.5.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.5.5.5.5.5.5.3.m1.1d">±</annotation></semantics></math> 0.052 0.864 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.6.6.6.6.6.6.4.m1.1"><semantics id="A4.T8.6.6.6.6.6.6.4.m1.1a"><mo id="A4.T8.6.6.6.6.6.6.4.m1.1.1" mathcolor="#000000" xref="A4.T8.6.6.6.6.6.6.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.6.6.6.6.6.6.4.m1.1b"><csymbol cd="latexml" id="A4.T8.6.6.6.6.6.6.4.m1.1.1.cmml" xref="A4.T8.6.6.6.6.6.6.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.6.6.6.6.6.6.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.6.6.6.6.6.6.4.m1.1d">±</annotation></semantics></math> 0.131 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.7.7.7.7.7.7.5.1.m1.1"><semantics id="A4.T8.7.7.7.7.7.7.5.1.m1.1a"><mo id="A4.T8.7.7.7.7.7.7.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.7.7.7.7.7.7.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.7.7.7.7.7.7.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.7.7.7.7.7.7.5.1.m1.1.1.cmml" xref="A4.T8.7.7.7.7.7.7.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.7.7.7.7.7.7.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.7.7.7.7.7.7.5.1.m1.1d">±</annotation></semantics></math> 0.001 aes128 0.923 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.8.8.8.8.8.8.1.m1.1"><semantics id="A4.T8.8.8.8.8.8.8.1.m1.1a"><mo id="A4.T8.8.8.8.8.8.8.1.m1.1.1" mathcolor="#000000" xref="A4.T8.8.8.8.8.8.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.8.8.8.8.8.8.1.m1.1b"><csymbol cd="latexml" id="A4.T8.8.8.8.8.8.8.1.m1.1.1.cmml" xref="A4.T8.8.8.8.8.8.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.8.8.8.8.8.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.8.8.8.8.8.8.1.m1.1d">±</annotation></semantics></math> 0.035 0.852 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.9.9.9.9.9.9.2.m1.1"><semantics id="A4.T8.9.9.9.9.9.9.2.m1.1a"><mo id="A4.T8.9.9.9.9.9.9.2.m1.1.1" mathcolor="#000000" xref="A4.T8.9.9.9.9.9.9.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.9.9.9.9.9.9.2.m1.1b"><csymbol cd="latexml" id="A4.T8.9.9.9.9.9.9.2.m1.1.1.cmml" xref="A4.T8.9.9.9.9.9.9.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.9.9.9.9.9.9.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.9.9.9.9.9.9.2.m1.1d">±</annotation></semantics></math> 0.055 0.895 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.10.10.10.10.10.10.3.m1.1"><semantics id="A4.T8.10.10.10.10.10.10.3.m1.1a"><mo id="A4.T8.10.10.10.10.10.10.3.m1.1.1" mathcolor="#000000" xref="A4.T8.10.10.10.10.10.10.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.10.10.10.10.10.10.3.m1.1b"><csymbol cd="latexml" id="A4.T8.10.10.10.10.10.10.3.m1.1.1.cmml" xref="A4.T8.10.10.10.10.10.10.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.10.10.10.10.10.10.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.10.10.10.10.10.10.3.m1.1d">±</annotation></semantics></math> 0.031 0.889 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.11.11.11.11.11.11.4.m1.1"><semantics id="A4.T8.11.11.11.11.11.11.4.m1.1a"><mo id="A4.T8.11.11.11.11.11.11.4.m1.1.1" mathcolor="#000000" xref="A4.T8.11.11.11.11.11.11.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.11.11.11.11.11.11.4.m1.1b"><csymbol cd="latexml" id="A4.T8.11.11.11.11.11.11.4.m1.1.1.cmml" xref="A4.T8.11.11.11.11.11.11.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.11.11.11.11.11.11.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.11.11.11.11.11.11.4.m1.1d">±</annotation></semantics></math> 0.060 0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.12.12.12.12.12.12.5.1.m1.1"><semantics id="A4.T8.12.12.12.12.12.12.5.1.m1.1a"><mo id="A4.T8.12.12.12.12.12.12.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.12.12.12.12.12.12.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.12.12.12.12.12.12.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.12.12.12.12.12.12.5.1.m1.1.1.cmml" xref="A4.T8.12.12.12.12.12.12.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.12.12.12.12.12.12.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.12.12.12.12.12.12.5.1.m1.1d">±</annotation></semantics></math> 0.001 aes256 0.936 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.13.13.13.13.13.13.1.m1.1"><semantics id="A4.T8.13.13.13.13.13.13.1.m1.1a"><mo id="A4.T8.13.13.13.13.13.13.1.m1.1.1" mathcolor="#000000" xref="A4.T8.13.13.13.13.13.13.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.13.13.13.13.13.13.1.m1.1b"><csymbol cd="latexml" id="A4.T8.13.13.13.13.13.13.1.m1.1.1.cmml" xref="A4.T8.13.13.13.13.13.13.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.13.13.13.13.13.13.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.13.13.13.13.13.13.1.m1.1d">±</annotation></semantics></math> 0.029 0.855 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.14.14.14.14.14.14.2.m1.1"><semantics id="A4.T8.14.14.14.14.14.14.2.m1.1a"><mo id="A4.T8.14.14.14.14.14.14.2.m1.1.1" mathcolor="#000000" xref="A4.T8.14.14.14.14.14.14.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.14.14.14.14.14.14.2.m1.1b"><csymbol cd="latexml" id="A4.T8.14.14.14.14.14.14.2.m1.1.1.cmml" xref="A4.T8.14.14.14.14.14.14.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.14.14.14.14.14.14.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.14.14.14.14.14.14.2.m1.1d">±</annotation></semantics></math> 0.057 0.905 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.15.15.15.15.15.15.3.m1.1"><semantics id="A4.T8.15.15.15.15.15.15.3.m1.1a"><mo id="A4.T8.15.15.15.15.15.15.3.m1.1.1" mathcolor="#000000" xref="A4.T8.15.15.15.15.15.15.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.15.15.15.15.15.15.3.m1.1b"><csymbol cd="latexml" id="A4.T8.15.15.15.15.15.15.3.m1.1.1.cmml" xref="A4.T8.15.15.15.15.15.15.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.15.15.15.15.15.15.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.15.15.15.15.15.15.3.m1.1d">±</annotation></semantics></math> 0.031 0.934 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.16.16.16.16.16.16.4.m1.1"><semantics id="A4.T8.16.16.16.16.16.16.4.m1.1a"><mo id="A4.T8.16.16.16.16.16.16.4.m1.1.1" mathcolor="#000000" xref="A4.T8.16.16.16.16.16.16.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.16.16.16.16.16.16.4.m1.1b"><csymbol cd="latexml" id="A4.T8.16.16.16.16.16.16.4.m1.1.1.cmml" xref="A4.T8.16.16.16.16.16.16.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.16.16.16.16.16.16.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.16.16.16.16.16.16.4.m1.1d">±</annotation></semantics></math> 0.021 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.17.17.17.17.17.17.5.1.m1.1"><semantics id="A4.T8.17.17.17.17.17.17.5.1.m1.1a"><mo id="A4.T8.17.17.17.17.17.17.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.17.17.17.17.17.17.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.17.17.17.17.17.17.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.17.17.17.17.17.17.5.1.m1.1.1.cmml" xref="A4.T8.17.17.17.17.17.17.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.17.17.17.17.17.17.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.17.17.17.17.17.17.5.1.m1.1d">±</annotation></semantics></math> 0.002 aes_cipher 0.908 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.18.18.18.18.18.18.1.m1.1"><semantics id="A4.T8.18.18.18.18.18.18.1.m1.1a"><mo id="A4.T8.18.18.18.18.18.18.1.m1.1.1" mathcolor="#000000" xref="A4.T8.18.18.18.18.18.18.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.18.18.18.18.18.18.1.m1.1b"><csymbol cd="latexml" id="A4.T8.18.18.18.18.18.18.1.m1.1.1.cmml" xref="A4.T8.18.18.18.18.18.18.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.18.18.18.18.18.18.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.18.18.18.18.18.18.1.m1.1d">±</annotation></semantics></math> 0.038 0.840 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.19.19.19.19.19.19.2.m1.1"><semantics id="A4.T8.19.19.19.19.19.19.2.m1.1a"><mo id="A4.T8.19.19.19.19.19.19.2.m1.1.1" mathcolor="#000000" xref="A4.T8.19.19.19.19.19.19.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.19.19.19.19.19.19.2.m1.1b"><csymbol cd="latexml" id="A4.T8.19.19.19.19.19.19.2.m1.1.1.cmml" xref="A4.T8.19.19.19.19.19.19.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.19.19.19.19.19.19.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.19.19.19.19.19.19.2.m1.1d">±</annotation></semantics></math> 0.060 0.849 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.20.20.20.20.20.20.3.m1.1"><semantics id="A4.T8.20.20.20.20.20.20.3.m1.1a"><mo id="A4.T8.20.20.20.20.20.20.3.m1.1.1" mathcolor="#000000" xref="A4.T8.20.20.20.20.20.20.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.20.20.20.20.20.20.3.m1.1b"><csymbol cd="latexml" id="A4.T8.20.20.20.20.20.20.3.m1.1.1.cmml" xref="A4.T8.20.20.20.20.20.20.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.20.20.20.20.20.20.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.20.20.20.20.20.20.3.m1.1d">±</annotation></semantics></math> 0.064 0.971 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.21.21.21.21.21.21.4.m1.1"><semantics id="A4.T8.21.21.21.21.21.21.4.m1.1a"><mo id="A4.T8.21.21.21.21.21.21.4.m1.1.1" mathcolor="#000000" xref="A4.T8.21.21.21.21.21.21.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.21.21.21.21.21.21.4.m1.1b"><csymbol cd="latexml" id="A4.T8.21.21.21.21.21.21.4.m1.1.1.cmml" xref="A4.T8.21.21.21.21.21.21.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.21.21.21.21.21.21.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.21.21.21.21.21.21.4.m1.1d">±</annotation></semantics></math> 0.017 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.22.22.22.22.22.22.5.1.m1.1"><semantics id="A4.T8.22.22.22.22.22.22.5.1.m1.1a"><mo id="A4.T8.22.22.22.22.22.22.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.22.22.22.22.22.22.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.22.22.22.22.22.22.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.22.22.22.22.22.22.5.1.m1.1.1.cmml" xref="A4.T8.22.22.22.22.22.22.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.22.22.22.22.22.22.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.22.22.22.22.22.22.5.1.m1.1d">±</annotation></semantics></math> 0.000 blabla 0.946 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.23.23.23.23.23.23.1.m1.1"><semantics id="A4.T8.23.23.23.23.23.23.1.m1.1a"><mo id="A4.T8.23.23.23.23.23.23.1.m1.1.1" mathcolor="#000000" xref="A4.T8.23.23.23.23.23.23.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.23.23.23.23.23.23.1.m1.1b"><csymbol cd="latexml" id="A4.T8.23.23.23.23.23.23.1.m1.1.1.cmml" xref="A4.T8.23.23.23.23.23.23.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.23.23.23.23.23.23.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.23.23.23.23.23.23.1.m1.1d">±</annotation></semantics></math> 0.032 0.851 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.24.24.24.24.24.24.2.m1.1"><semantics id="A4.T8.24.24.24.24.24.24.2.m1.1a"><mo id="A4.T8.24.24.24.24.24.24.2.m1.1.1" mathcolor="#000000" xref="A4.T8.24.24.24.24.24.24.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.24.24.24.24.24.24.2.m1.1b"><csymbol cd="latexml" id="A4.T8.24.24.24.24.24.24.2.m1.1.1.cmml" xref="A4.T8.24.24.24.24.24.24.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.24.24.24.24.24.24.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.24.24.24.24.24.24.2.m1.1d">±</annotation></semantics></math> 0.066 0.877 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.25.25.25.25.25.25.3.m1.1"><semantics id="A4.T8.25.25.25.25.25.25.3.m1.1a"><mo id="A4.T8.25.25.25.25.25.25.3.m1.1.1" mathcolor="#000000" xref="A4.T8.25.25.25.25.25.25.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.25.25.25.25.25.25.3.m1.1b"><csymbol cd="latexml" id="A4.T8.25.25.25.25.25.25.3.m1.1.1.cmml" xref="A4.T8.25.25.25.25.25.25.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.25.25.25.25.25.25.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.25.25.25.25.25.25.3.m1.1d">±</annotation></semantics></math> 0.058 0.970 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.26.26.26.26.26.26.4.m1.1"><semantics id="A4.T8.26.26.26.26.26.26.4.m1.1a"><mo id="A4.T8.26.26.26.26.26.26.4.m1.1.1" mathcolor="#000000" xref="A4.T8.26.26.26.26.26.26.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.26.26.26.26.26.26.4.m1.1b"><csymbol cd="latexml" id="A4.T8.26.26.26.26.26.26.4.m1.1.1.cmml" xref="A4.T8.26.26.26.26.26.26.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.26.26.26.26.26.26.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.26.26.26.26.26.26.4.m1.1d">±</annotation></semantics></math> 0.010 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.27.27.27.27.27.27.5.1.m1.1"><semantics id="A4.T8.27.27.27.27.27.27.5.1.m1.1a"><mo id="A4.T8.27.27.27.27.27.27.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.27.27.27.27.27.27.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.27.27.27.27.27.27.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.27.27.27.27.27.27.5.1.m1.1.1.cmml" xref="A4.T8.27.27.27.27.27.27.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.27.27.27.27.27.27.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.27.27.27.27.27.27.5.1.m1.1d">±</annotation></semantics></math> 0.001 cic_decimator 0.861 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.28.28.28.28.28.28.1.m1.1"><semantics id="A4.T8.28.28.28.28.28.28.1.m1.1a"><mo id="A4.T8.28.28.28.28.28.28.1.m1.1.1" mathcolor="#000000" xref="A4.T8.28.28.28.28.28.28.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.28.28.28.28.28.28.1.m1.1b"><csymbol cd="latexml" id="A4.T8.28.28.28.28.28.28.1.m1.1.1.cmml" xref="A4.T8.28.28.28.28.28.28.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.28.28.28.28.28.28.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.28.28.28.28.28.28.1.m1.1d">±</annotation></semantics></math> 0.055 0.780 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.29.29.29.29.29.29.2.m1.1"><semantics id="A4.T8.29.29.29.29.29.29.2.m1.1a"><mo id="A4.T8.29.29.29.29.29.29.2.m1.1.1" mathcolor="#000000" xref="A4.T8.29.29.29.29.29.29.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.29.29.29.29.29.29.2.m1.1b"><csymbol cd="latexml" id="A4.T8.29.29.29.29.29.29.2.m1.1.1.cmml" xref="A4.T8.29.29.29.29.29.29.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.29.29.29.29.29.29.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.29.29.29.29.29.29.2.m1.1d">±</annotation></semantics></math> 0.102 0.770 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.30.30.30.30.30.30.3.m1.1"><semantics id="A4.T8.30.30.30.30.30.30.3.m1.1a"><mo id="A4.T8.30.30.30.30.30.30.3.m1.1.1" mathcolor="#000000" xref="A4.T8.30.30.30.30.30.30.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.30.30.30.30.30.30.3.m1.1b"><csymbol cd="latexml" id="A4.T8.30.30.30.30.30.30.3.m1.1.1.cmml" xref="A4.T8.30.30.30.30.30.30.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.30.30.30.30.30.30.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.30.30.30.30.30.30.3.m1.1d">±</annotation></semantics></math> 0.067 0.973 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.31.31.31.31.31.31.4.m1.1"><semantics id="A4.T8.31.31.31.31.31.31.4.m1.1a"><mo id="A4.T8.31.31.31.31.31.31.4.m1.1.1" mathcolor="#000000" xref="A4.T8.31.31.31.31.31.31.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.31.31.31.31.31.31.4.m1.1b"><csymbol cd="latexml" id="A4.T8.31.31.31.31.31.31.4.m1.1.1.cmml" xref="A4.T8.31.31.31.31.31.31.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.31.31.31.31.31.31.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.31.31.31.31.31.31.4.m1.1d">±</annotation></semantics></math> 0.012 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.32.32.32.32.32.32.5.1.m1.1"><semantics id="A4.T8.32.32.32.32.32.32.5.1.m1.1a"><mo id="A4.T8.32.32.32.32.32.32.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.32.32.32.32.32.32.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.32.32.32.32.32.32.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.32.32.32.32.32.32.5.1.m1.1.1.cmml" xref="A4.T8.32.32.32.32.32.32.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.32.32.32.32.32.32.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.32.32.32.32.32.32.5.1.m1.1d">±</annotation></semantics></math> 0.000 des 0.978 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.33.33.33.33.33.33.1.m1.1"><semantics id="A4.T8.33.33.33.33.33.33.1.m1.1a"><mo id="A4.T8.33.33.33.33.33.33.1.m1.1.1" mathcolor="#000000" xref="A4.T8.33.33.33.33.33.33.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.33.33.33.33.33.33.1.m1.1b"><csymbol cd="latexml" id="A4.T8.33.33.33.33.33.33.1.m1.1.1.cmml" xref="A4.T8.33.33.33.33.33.33.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.33.33.33.33.33.33.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.33.33.33.33.33.33.1.m1.1d">±</annotation></semantics></math> 0.019 0.872 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.34.34.34.34.34.34.2.m1.1"><semantics id="A4.T8.34.34.34.34.34.34.2.m1.1a"><mo id="A4.T8.34.34.34.34.34.34.2.m1.1.1" mathcolor="#000000" xref="A4.T8.34.34.34.34.34.34.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.34.34.34.34.34.34.2.m1.1b"><csymbol cd="latexml" id="A4.T8.34.34.34.34.34.34.2.m1.1.1.cmml" xref="A4.T8.34.34.34.34.34.34.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.34.34.34.34.34.34.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.34.34.34.34.34.34.2.m1.1d">±</annotation></semantics></math> 0.071 0.941 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.35.35.35.35.35.35.3.m1.1"><semantics id="A4.T8.35.35.35.35.35.35.3.m1.1a"><mo id="A4.T8.35.35.35.35.35.35.3.m1.1.1" mathcolor="#000000" xref="A4.T8.35.35.35.35.35.35.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.35.35.35.35.35.35.3.m1.1b"><csymbol cd="latexml" id="A4.T8.35.35.35.35.35.35.3.m1.1.1.cmml" xref="A4.T8.35.35.35.35.35.35.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.35.35.35.35.35.35.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.35.35.35.35.35.35.3.m1.1d">±</annotation></semantics></math> 0.067 0.990 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.36.36.36.36.36.36.4.m1.1"><semantics id="A4.T8.36.36.36.36.36.36.4.m1.1a"><mo id="A4.T8.36.36.36.36.36.36.4.m1.1.1" mathcolor="#000000" xref="A4.T8.36.36.36.36.36.36.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.36.36.36.36.36.36.4.m1.1b"><csymbol cd="latexml" id="A4.T8.36.36.36.36.36.36.4.m1.1.1.cmml" xref="A4.T8.36.36.36.36.36.36.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.36.36.36.36.36.36.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.36.36.36.36.36.36.4.m1.1d">±</annotation></semantics></math> 0.004 0.999 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.37.37.37.37.37.37.5.1.m1.1"><semantics id="A4.T8.37.37.37.37.37.37.5.1.m1.1a"><mo id="A4.T8.37.37.37.37.37.37.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.37.37.37.37.37.37.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.37.37.37.37.37.37.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.37.37.37.37.37.37.5.1.m1.1.1.cmml" xref="A4.T8.37.37.37.37.37.37.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.37.37.37.37.37.37.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.37.37.37.37.37.37.5.1.m1.1d">±</annotation></semantics></math> 0.000 genericfir 0.941 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.38.38.38.38.38.38.1.m1.1"><semantics id="A4.T8.38.38.38.38.38.38.1.m1.1a"><mo id="A4.T8.38.38.38.38.38.38.1.m1.1.1" mathcolor="#000000" xref="A4.T8.38.38.38.38.38.38.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.38.38.38.38.38.38.1.m1.1b"><csymbol cd="latexml" id="A4.T8.38.38.38.38.38.38.1.m1.1.1.cmml" xref="A4.T8.38.38.38.38.38.38.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.38.38.38.38.38.38.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.38.38.38.38.38.38.1.m1.1d">±</annotation></semantics></math> 0.028 0.700 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.39.39.39.39.39.39.2.m1.1"><semantics id="A4.T8.39.39.39.39.39.39.2.m1.1a"><mo id="A4.T8.39.39.39.39.39.39.2.m1.1.1" mathcolor="#000000" xref="A4.T8.39.39.39.39.39.39.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.39.39.39.39.39.39.2.m1.1b"><csymbol cd="latexml" id="A4.T8.39.39.39.39.39.39.2.m1.1.1.cmml" xref="A4.T8.39.39.39.39.39.39.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.39.39.39.39.39.39.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.39.39.39.39.39.39.2.m1.1d">±</annotation></semantics></math> 0.154 0.910 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.40.40.40.40.40.40.3.m1.1"><semantics id="A4.T8.40.40.40.40.40.40.3.m1.1a"><mo id="A4.T8.40.40.40.40.40.40.3.m1.1.1" mathcolor="#000000" xref="A4.T8.40.40.40.40.40.40.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.40.40.40.40.40.40.3.m1.1b"><csymbol cd="latexml" id="A4.T8.40.40.40.40.40.40.3.m1.1.1.cmml" xref="A4.T8.40.40.40.40.40.40.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.40.40.40.40.40.40.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.40.40.40.40.40.40.3.m1.1d">±</annotation></semantics></math> 0.042 0.846 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.41.41.41.41.41.41.4.m1.1"><semantics id="A4.T8.41.41.41.41.41.41.4.m1.1a"><mo id="A4.T8.41.41.41.41.41.41.4.m1.1.1" mathcolor="#000000" xref="A4.T8.41.41.41.41.41.41.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.41.41.41.41.41.41.4.m1.1b"><csymbol cd="latexml" id="A4.T8.41.41.41.41.41.41.4.m1.1.1.cmml" xref="A4.T8.41.41.41.41.41.41.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.41.41.41.41.41.41.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.41.41.41.41.41.41.4.m1.1d">±</annotation></semantics></math> 0.025 0.979 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.42.42.42.42.42.42.5.1.m1.1"><semantics id="A4.T8.42.42.42.42.42.42.5.1.m1.1a"><mo id="A4.T8.42.42.42.42.42.42.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.42.42.42.42.42.42.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.42.42.42.42.42.42.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.42.42.42.42.42.42.5.1.m1.1.1.cmml" xref="A4.T8.42.42.42.42.42.42.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.42.42.42.42.42.42.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.42.42.42.42.42.42.5.1.m1.1d">±</annotation></semantics></math> 0.001 picorv32a 0.916 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.43.43.43.43.43.43.1.m1.1"><semantics id="A4.T8.43.43.43.43.43.43.1.m1.1a"><mo id="A4.T8.43.43.43.43.43.43.1.m1.1.1" mathcolor="#000000" xref="A4.T8.43.43.43.43.43.43.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.43.43.43.43.43.43.1.m1.1b"><csymbol cd="latexml" id="A4.T8.43.43.43.43.43.43.1.m1.1.1.cmml" xref="A4.T8.43.43.43.43.43.43.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.43.43.43.43.43.43.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.43.43.43.43.43.43.1.m1.1d">±</annotation></semantics></math> 0.037 0.822 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.44.44.44.44.44.44.2.m1.1"><semantics id="A4.T8.44.44.44.44.44.44.2.m1.1a"><mo id="A4.T8.44.44.44.44.44.44.2.m1.1.1" mathcolor="#000000" xref="A4.T8.44.44.44.44.44.44.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.44.44.44.44.44.44.2.m1.1b"><csymbol cd="latexml" id="A4.T8.44.44.44.44.44.44.2.m1.1.1.cmml" xref="A4.T8.44.44.44.44.44.44.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.44.44.44.44.44.44.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.44.44.44.44.44.44.2.m1.1d">±</annotation></semantics></math> 0.070 0.850 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.45.45.45.45.45.45.3.m1.1"><semantics id="A4.T8.45.45.45.45.45.45.3.m1.1a"><mo id="A4.T8.45.45.45.45.45.45.3.m1.1.1" mathcolor="#000000" xref="A4.T8.45.45.45.45.45.45.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.45.45.45.45.45.45.3.m1.1b"><csymbol cd="latexml" id="A4.T8.45.45.45.45.45.45.3.m1.1.1.cmml" xref="A4.T8.45.45.45.45.45.45.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.45.45.45.45.45.45.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.45.45.45.45.45.45.3.m1.1d">±</annotation></semantics></math> 0.052 0.950 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.46.46.46.46.46.46.4.m1.1"><semantics id="A4.T8.46.46.46.46.46.46.4.m1.1a"><mo id="A4.T8.46.46.46.46.46.46.4.m1.1.1" mathcolor="#000000" xref="A4.T8.46.46.46.46.46.46.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.46.46.46.46.46.46.4.m1.1b"><csymbol cd="latexml" id="A4.T8.46.46.46.46.46.46.4.m1.1.1.cmml" xref="A4.T8.46.46.46.46.46.46.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.46.46.46.46.46.46.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.46.46.46.46.46.46.4.m1.1d">±</annotation></semantics></math> 0.007 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.47.47.47.47.47.47.5.1.m1.1"><semantics id="A4.T8.47.47.47.47.47.47.5.1.m1.1a"><mo id="A4.T8.47.47.47.47.47.47.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.47.47.47.47.47.47.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.47.47.47.47.47.47.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.47.47.47.47.47.47.5.1.m1.1.1.cmml" xref="A4.T8.47.47.47.47.47.47.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.47.47.47.47.47.47.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.47.47.47.47.47.47.5.1.m1.1d">±</annotation></semantics></math> 0.001 salsa20 0.941 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.48.48.48.48.48.48.1.m1.1"><semantics id="A4.T8.48.48.48.48.48.48.1.m1.1a"><mo id="A4.T8.48.48.48.48.48.48.1.m1.1.1" mathcolor="#000000" xref="A4.T8.48.48.48.48.48.48.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.48.48.48.48.48.48.1.m1.1b"><csymbol cd="latexml" id="A4.T8.48.48.48.48.48.48.1.m1.1.1.cmml" xref="A4.T8.48.48.48.48.48.48.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.48.48.48.48.48.48.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.48.48.48.48.48.48.1.m1.1d">±</annotation></semantics></math> 0.026 0.828 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.49.49.49.49.49.49.2.m1.1"><semantics id="A4.T8.49.49.49.49.49.49.2.m1.1a"><mo id="A4.T8.49.49.49.49.49.49.2.m1.1.1" mathcolor="#000000" xref="A4.T8.49.49.49.49.49.49.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.49.49.49.49.49.49.2.m1.1b"><csymbol cd="latexml" id="A4.T8.49.49.49.49.49.49.2.m1.1.1.cmml" xref="A4.T8.49.49.49.49.49.49.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.49.49.49.49.49.49.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.49.49.49.49.49.49.2.m1.1d">±</annotation></semantics></math> 0.076 0.896 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.50.50.50.50.50.50.3.m1.1"><semantics id="A4.T8.50.50.50.50.50.50.3.m1.1a"><mo id="A4.T8.50.50.50.50.50.50.3.m1.1.1" mathcolor="#000000" xref="A4.T8.50.50.50.50.50.50.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.50.50.50.50.50.50.3.m1.1b"><csymbol cd="latexml" id="A4.T8.50.50.50.50.50.50.3.m1.1.1.cmml" xref="A4.T8.50.50.50.50.50.50.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.50.50.50.50.50.50.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.50.50.50.50.50.50.3.m1.1d">±</annotation></semantics></math> 0.037 0.941 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.51.51.51.51.51.51.4.m1.1"><semantics id="A4.T8.51.51.51.51.51.51.4.m1.1a"><mo id="A4.T8.51.51.51.51.51.51.4.m1.1.1" mathcolor="#000000" xref="A4.T8.51.51.51.51.51.51.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.51.51.51.51.51.51.4.m1.1b"><csymbol cd="latexml" id="A4.T8.51.51.51.51.51.51.4.m1.1.1.cmml" xref="A4.T8.51.51.51.51.51.51.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.51.51.51.51.51.51.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.51.51.51.51.51.51.4.m1.1d">±</annotation></semantics></math> 0.031 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.52.52.52.52.52.52.5.1.m1.1"><semantics id="A4.T8.52.52.52.52.52.52.5.1.m1.1a"><mo id="A4.T8.52.52.52.52.52.52.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.52.52.52.52.52.52.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.52.52.52.52.52.52.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.52.52.52.52.52.52.5.1.m1.1.1.cmml" xref="A4.T8.52.52.52.52.52.52.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.52.52.52.52.52.52.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.52.52.52.52.52.52.5.1.m1.1d">±</annotation></semantics></math> 0.001 usb 0.865 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.53.53.53.53.53.53.1.m1.1"><semantics id="A4.T8.53.53.53.53.53.53.1.m1.1a"><mo id="A4.T8.53.53.53.53.53.53.1.m1.1.1" mathcolor="#000000" xref="A4.T8.53.53.53.53.53.53.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.53.53.53.53.53.53.1.m1.1b"><csymbol cd="latexml" id="A4.T8.53.53.53.53.53.53.1.m1.1.1.cmml" xref="A4.T8.53.53.53.53.53.53.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.53.53.53.53.53.53.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.53.53.53.53.53.53.1.m1.1d">±</annotation></semantics></math> 0.045 0.832 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.54.54.54.54.54.54.2.m1.1"><semantics id="A4.T8.54.54.54.54.54.54.2.m1.1a"><mo id="A4.T8.54.54.54.54.54.54.2.m1.1.1" mathcolor="#000000" xref="A4.T8.54.54.54.54.54.54.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.54.54.54.54.54.54.2.m1.1b"><csymbol cd="latexml" id="A4.T8.54.54.54.54.54.54.2.m1.1.1.cmml" xref="A4.T8.54.54.54.54.54.54.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.54.54.54.54.54.54.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.54.54.54.54.54.54.2.m1.1d">±</annotation></semantics></math> 0.066 0.780 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.55.55.55.55.55.55.3.m1.1"><semantics id="A4.T8.55.55.55.55.55.55.3.m1.1a"><mo id="A4.T8.55.55.55.55.55.55.3.m1.1.1" mathcolor="#000000" xref="A4.T8.55.55.55.55.55.55.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.55.55.55.55.55.55.3.m1.1b"><csymbol cd="latexml" id="A4.T8.55.55.55.55.55.55.3.m1.1.1.cmml" xref="A4.T8.55.55.55.55.55.55.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.55.55.55.55.55.55.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.55.55.55.55.55.55.3.m1.1d">±</annotation></semantics></math> 0.062 0.954 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.56.56.56.56.56.56.4.m1.1"><semantics id="A4.T8.56.56.56.56.56.56.4.m1.1a"><mo id="A4.T8.56.56.56.56.56.56.4.m1.1.1" mathcolor="#000000" xref="A4.T8.56.56.56.56.56.56.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.56.56.56.56.56.56.4.m1.1b"><csymbol cd="latexml" id="A4.T8.56.56.56.56.56.56.4.m1.1.1.cmml" xref="A4.T8.56.56.56.56.56.56.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.56.56.56.56.56.56.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.56.56.56.56.56.56.4.m1.1d">±</annotation></semantics></math> 0.026 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.57.57.57.57.57.57.5.1.m1.1"><semantics id="A4.T8.57.57.57.57.57.57.5.1.m1.1a"><mo id="A4.T8.57.57.57.57.57.57.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.57.57.57.57.57.57.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.57.57.57.57.57.57.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.57.57.57.57.57.57.5.1.m1.1.1.cmml" xref="A4.T8.57.57.57.57.57.57.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.57.57.57.57.57.57.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.57.57.57.57.57.57.5.1.m1.1d">±</annotation></semantics></math> 0.000 usb_cdc_core 0.850 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.58.58.58.58.58.58.1.m1.1"><semantics id="A4.T8.58.58.58.58.58.58.1.m1.1a"><mo id="A4.T8.58.58.58.58.58.58.1.m1.1.1" mathcolor="#000000" xref="A4.T8.58.58.58.58.58.58.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.58.58.58.58.58.58.1.m1.1b"><csymbol cd="latexml" id="A4.T8.58.58.58.58.58.58.1.m1.1.1.cmml" xref="A4.T8.58.58.58.58.58.58.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.58.58.58.58.58.58.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.58.58.58.58.58.58.1.m1.1d">±</annotation></semantics></math> 0.063 0.690 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.59.59.59.59.59.59.2.m1.1"><semantics id="A4.T8.59.59.59.59.59.59.2.m1.1a"><mo id="A4.T8.59.59.59.59.59.59.2.m1.1.1" mathcolor="#000000" xref="A4.T8.59.59.59.59.59.59.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.59.59.59.59.59.59.2.m1.1b"><csymbol cd="latexml" id="A4.T8.59.59.59.59.59.59.2.m1.1.1.cmml" xref="A4.T8.59.59.59.59.59.59.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.59.59.59.59.59.59.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.59.59.59.59.59.59.2.m1.1d">±</annotation></semantics></math> 0.135 0.698 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.60.60.60.60.60.60.3.m1.1"><semantics id="A4.T8.60.60.60.60.60.60.3.m1.1a"><mo id="A4.T8.60.60.60.60.60.60.3.m1.1.1" mathcolor="#000000" xref="A4.T8.60.60.60.60.60.60.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.60.60.60.60.60.60.3.m1.1b"><csymbol cd="latexml" id="A4.T8.60.60.60.60.60.60.3.m1.1.1.cmml" xref="A4.T8.60.60.60.60.60.60.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.60.60.60.60.60.60.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.60.60.60.60.60.60.3.m1.1d">±</annotation></semantics></math> 0.106 0.967 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.61.61.61.61.61.61.4.m1.1"><semantics id="A4.T8.61.61.61.61.61.61.4.m1.1a"><mo id="A4.T8.61.61.61.61.61.61.4.m1.1.1" mathcolor="#000000" xref="A4.T8.61.61.61.61.61.61.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.61.61.61.61.61.61.4.m1.1b"><csymbol cd="latexml" id="A4.T8.61.61.61.61.61.61.4.m1.1.1.cmml" xref="A4.T8.61.61.61.61.61.61.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.61.61.61.61.61.61.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.61.61.61.61.61.61.4.m1.1d">±</annotation></semantics></math> 0.007 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.62.62.62.62.62.62.5.1.m1.1"><semantics id="A4.T8.62.62.62.62.62.62.5.1.m1.1a"><mo id="A4.T8.62.62.62.62.62.62.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.62.62.62.62.62.62.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.62.62.62.62.62.62.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.62.62.62.62.62.62.5.1.m1.1.1.cmml" xref="A4.T8.62.62.62.62.62.62.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.62.62.62.62.62.62.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.62.62.62.62.62.62.5.1.m1.1d">±</annotation></semantics></math> 0.001 wbqspiflash 0.872 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.63.63.63.63.63.63.1.m1.1"><semantics id="A4.T8.63.63.63.63.63.63.1.m1.1a"><mo id="A4.T8.63.63.63.63.63.63.1.m1.1.1" mathcolor="#000000" xref="A4.T8.63.63.63.63.63.63.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.63.63.63.63.63.63.1.m1.1b"><csymbol cd="latexml" id="A4.T8.63.63.63.63.63.63.1.m1.1.1.cmml" xref="A4.T8.63.63.63.63.63.63.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.63.63.63.63.63.63.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.63.63.63.63.63.63.1.m1.1d">±</annotation></semantics></math> 0.052 0.789 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.64.64.64.64.64.64.2.m1.1"><semantics id="A4.T8.64.64.64.64.64.64.2.m1.1a"><mo id="A4.T8.64.64.64.64.64.64.2.m1.1.1" mathcolor="#000000" xref="A4.T8.64.64.64.64.64.64.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.64.64.64.64.64.64.2.m1.1b"><csymbol cd="latexml" id="A4.T8.64.64.64.64.64.64.2.m1.1.1.cmml" xref="A4.T8.64.64.64.64.64.64.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.64.64.64.64.64.64.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.64.64.64.64.64.64.2.m1.1d">±</annotation></semantics></math> 0.091 0.711 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.65.65.65.65.65.65.3.m1.1"><semantics id="A4.T8.65.65.65.65.65.65.3.m1.1a"><mo id="A4.T8.65.65.65.65.65.65.3.m1.1.1" mathcolor="#000000" xref="A4.T8.65.65.65.65.65.65.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.65.65.65.65.65.65.3.m1.1b"><csymbol cd="latexml" id="A4.T8.65.65.65.65.65.65.3.m1.1.1.cmml" xref="A4.T8.65.65.65.65.65.65.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.65.65.65.65.65.65.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.65.65.65.65.65.65.3.m1.1d">±</annotation></semantics></math> 0.107 0.967 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.66.66.66.66.66.66.4.m1.1"><semantics id="A4.T8.66.66.66.66.66.66.4.m1.1a"><mo id="A4.T8.66.66.66.66.66.66.4.m1.1.1" mathcolor="#000000" xref="A4.T8.66.66.66.66.66.66.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.66.66.66.66.66.66.4.m1.1b"><csymbol cd="latexml" id="A4.T8.66.66.66.66.66.66.4.m1.1.1.cmml" xref="A4.T8.66.66.66.66.66.66.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.66.66.66.66.66.66.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.66.66.66.66.66.66.4.m1.1d">±</annotation></semantics></math> 0.016 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.67.67.67.67.67.67.5.1.m1.1"><semantics id="A4.T8.67.67.67.67.67.67.5.1.m1.1a"><mo id="A4.T8.67.67.67.67.67.67.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.67.67.67.67.67.67.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.67.67.67.67.67.67.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.67.67.67.67.67.67.5.1.m1.1.1.cmml" xref="A4.T8.67.67.67.67.67.67.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.67.67.67.67.67.67.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.67.67.67.67.67.67.5.1.m1.1d">±</annotation></semantics></math> 0.002 zipdiv 0.898 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.68.68.68.68.68.68.1.m1.1"><semantics id="A4.T8.68.68.68.68.68.68.1.m1.1a"><mo id="A4.T8.68.68.68.68.68.68.1.m1.1.1" mathcolor="#000000" xref="A4.T8.68.68.68.68.68.68.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.68.68.68.68.68.68.1.m1.1b"><csymbol cd="latexml" id="A4.T8.68.68.68.68.68.68.1.m1.1.1.cmml" xref="A4.T8.68.68.68.68.68.68.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.68.68.68.68.68.68.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.68.68.68.68.68.68.1.m1.1d">±</annotation></semantics></math> 0.035 0.863 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.69.69.69.69.69.69.2.m1.1"><semantics id="A4.T8.69.69.69.69.69.69.2.m1.1a"><mo id="A4.T8.69.69.69.69.69.69.2.m1.1.1" mathcolor="#000000" xref="A4.T8.69.69.69.69.69.69.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.69.69.69.69.69.69.2.m1.1b"><csymbol cd="latexml" id="A4.T8.69.69.69.69.69.69.2.m1.1.1.cmml" xref="A4.T8.69.69.69.69.69.69.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.69.69.69.69.69.69.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.69.69.69.69.69.69.2.m1.1d">±</annotation></semantics></math> 0.057 0.715 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.70.70.70.70.70.70.3.m1.1"><semantics id="A4.T8.70.70.70.70.70.70.3.m1.1a"><mo id="A4.T8.70.70.70.70.70.70.3.m1.1.1" mathcolor="#000000" xref="A4.T8.70.70.70.70.70.70.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.70.70.70.70.70.70.3.m1.1b"><csymbol cd="latexml" id="A4.T8.70.70.70.70.70.70.3.m1.1.1.cmml" xref="A4.T8.70.70.70.70.70.70.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.70.70.70.70.70.70.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.70.70.70.70.70.70.3.m1.1d">±</annotation></semantics></math> 0.151 0.971 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.71.71.71.71.71.71.4.m1.1"><semantics id="A4.T8.71.71.71.71.71.71.4.m1.1a"><mo id="A4.T8.71.71.71.71.71.71.4.m1.1.1" mathcolor="#000000" xref="A4.T8.71.71.71.71.71.71.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.71.71.71.71.71.71.4.m1.1b"><csymbol cd="latexml" id="A4.T8.71.71.71.71.71.71.4.m1.1.1.cmml" xref="A4.T8.71.71.71.71.71.71.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.71.71.71.71.71.71.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.71.71.71.71.71.71.4.m1.1d">±</annotation></semantics></math> 0.015 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.72.72.72.72.72.72.5.1.m1.1"><semantics id="A4.T8.72.72.72.72.72.72.5.1.m1.1a"><mo id="A4.T8.72.72.72.72.72.72.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.72.72.72.72.72.72.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.72.72.72.72.72.72.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.72.72.72.72.72.72.5.1.m1.1.1.cmml" xref="A4.T8.72.72.72.72.72.72.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.72.72.72.72.72.72.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.72.72.72.72.72.72.5.1.m1.1d">±</annotation></semantics></math> 0.001 test aes192 0.876 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.73.73.73.73.73.73.1.m1.1"><semantics id="A4.T8.73.73.73.73.73.73.1.m1.1a"><mo id="A4.T8.73.73.73.73.73.73.1.m1.1.1" mathcolor="#000000" xref="A4.T8.73.73.73.73.73.73.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.73.73.73.73.73.73.1.m1.1b"><csymbol cd="latexml" id="A4.T8.73.73.73.73.73.73.1.m1.1.1.cmml" xref="A4.T8.73.73.73.73.73.73.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.73.73.73.73.73.73.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.73.73.73.73.73.73.1.m1.1d">±</annotation></semantics></math> 0.027 0.771 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.74.74.74.74.74.74.2.m1.1"><semantics id="A4.T8.74.74.74.74.74.74.2.m1.1a"><mo id="A4.T8.74.74.74.74.74.74.2.m1.1.1" mathcolor="#000000" xref="A4.T8.74.74.74.74.74.74.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.74.74.74.74.74.74.2.m1.1b"><csymbol cd="latexml" id="A4.T8.74.74.74.74.74.74.2.m1.1.1.cmml" xref="A4.T8.74.74.74.74.74.74.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.74.74.74.74.74.74.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.74.74.74.74.74.74.2.m1.1d">±</annotation></semantics></math> 0.036 0.867 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.75.75.75.75.75.75.3.m1.1"><semantics id="A4.T8.75.75.75.75.75.75.3.m1.1a"><mo id="A4.T8.75.75.75.75.75.75.3.m1.1.1" mathcolor="#000000" xref="A4.T8.75.75.75.75.75.75.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.75.75.75.75.75.75.3.m1.1b"><csymbol cd="latexml" id="A4.T8.75.75.75.75.75.75.3.m1.1.1.cmml" xref="A4.T8.75.75.75.75.75.75.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.75.75.75.75.75.75.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.75.75.75.75.75.75.3.m1.1d">±</annotation></semantics></math> 0.021 0.923 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.76.76.76.76.76.76.4.m1.1"><semantics id="A4.T8.76.76.76.76.76.76.4.m1.1a"><mo id="A4.T8.76.76.76.76.76.76.4.m1.1.1" mathcolor="#000000" xref="A4.T8.76.76.76.76.76.76.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.76.76.76.76.76.76.4.m1.1b"><csymbol cd="latexml" id="A4.T8.76.76.76.76.76.76.4.m1.1.1.cmml" xref="A4.T8.76.76.76.76.76.76.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.76.76.76.76.76.76.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.76.76.76.76.76.76.4.m1.1d">±</annotation></semantics></math> 0.026 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.77.77.77.77.77.77.5.1.m1.1"><semantics id="A4.T8.77.77.77.77.77.77.5.1.m1.1a"><mo id="A4.T8.77.77.77.77.77.77.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.77.77.77.77.77.77.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.77.77.77.77.77.77.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.77.77.77.77.77.77.5.1.m1.1.1.cmml" xref="A4.T8.77.77.77.77.77.77.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.77.77.77.77.77.77.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.77.77.77.77.77.77.5.1.m1.1d">±</annotation></semantics></math> 0.000 jpeg_encoder 0.829 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.78.78.78.78.78.78.1.m1.1"><semantics id="A4.T8.78.78.78.78.78.78.1.m1.1a"><mo id="A4.T8.78.78.78.78.78.78.1.m1.1.1" mathcolor="#000000" xref="A4.T8.78.78.78.78.78.78.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.78.78.78.78.78.78.1.m1.1b"><csymbol cd="latexml" id="A4.T8.78.78.78.78.78.78.1.m1.1.1.cmml" xref="A4.T8.78.78.78.78.78.78.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.78.78.78.78.78.78.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.78.78.78.78.78.78.1.m1.1d">±</annotation></semantics></math> 0.019 0.432 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.79.79.79.79.79.79.2.m1.1"><semantics id="A4.T8.79.79.79.79.79.79.2.m1.1a"><mo id="A4.T8.79.79.79.79.79.79.2.m1.1.1" mathcolor="#000000" xref="A4.T8.79.79.79.79.79.79.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.79.79.79.79.79.79.2.m1.1b"><csymbol cd="latexml" id="A4.T8.79.79.79.79.79.79.2.m1.1.1.cmml" xref="A4.T8.79.79.79.79.79.79.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.79.79.79.79.79.79.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.79.79.79.79.79.79.2.m1.1d">±</annotation></semantics></math> 0.132 0.778 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.80.80.80.80.80.80.3.m1.1"><semantics id="A4.T8.80.80.80.80.80.80.3.m1.1a"><mo id="A4.T8.80.80.80.80.80.80.3.m1.1.1" mathcolor="#000000" xref="A4.T8.80.80.80.80.80.80.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.80.80.80.80.80.80.3.m1.1b"><csymbol cd="latexml" id="A4.T8.80.80.80.80.80.80.3.m1.1.1.cmml" xref="A4.T8.80.80.80.80.80.80.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.80.80.80.80.80.80.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.80.80.80.80.80.80.3.m1.1d">±</annotation></semantics></math> 0.058 0.938 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.81.81.81.81.81.81.4.m1.1"><semantics id="A4.T8.81.81.81.81.81.81.4.m1.1a"><mo id="A4.T8.81.81.81.81.81.81.4.m1.1.1" mathcolor="#000000" xref="A4.T8.81.81.81.81.81.81.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.81.81.81.81.81.81.4.m1.1b"><csymbol cd="latexml" id="A4.T8.81.81.81.81.81.81.4.m1.1.1.cmml" xref="A4.T8.81.81.81.81.81.81.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.81.81.81.81.81.81.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.81.81.81.81.81.81.4.m1.1d">±</annotation></semantics></math> 0.019 0.988 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.82.82.82.82.82.82.5.1.m1.1"><semantics id="A4.T8.82.82.82.82.82.82.5.1.m1.1a"><mo id="A4.T8.82.82.82.82.82.82.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.82.82.82.82.82.82.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.82.82.82.82.82.82.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.82.82.82.82.82.82.5.1.m1.1.1.cmml" xref="A4.T8.82.82.82.82.82.82.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.82.82.82.82.82.82.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.82.82.82.82.82.82.5.1.m1.1d">±</annotation></semantics></math> 0.003 spm 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.83.83.83.83.83.83.1.m1.1"><semantics id="A4.T8.83.83.83.83.83.83.1.m1.1a"><mo id="A4.T8.83.83.83.83.83.83.1.m1.1.1" mathcolor="#000000" xref="A4.T8.83.83.83.83.83.83.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.83.83.83.83.83.83.1.m1.1b"><csymbol cd="latexml" id="A4.T8.83.83.83.83.83.83.1.m1.1.1.cmml" xref="A4.T8.83.83.83.83.83.83.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.83.83.83.83.83.83.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.83.83.83.83.83.83.1.m1.1d">±</annotation></semantics></math> 0.266 -0.168 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.84.84.84.84.84.84.2.m1.1"><semantics id="A4.T8.84.84.84.84.84.84.2.m1.1a"><mo id="A4.T8.84.84.84.84.84.84.2.m1.1.1" mathcolor="#000000" xref="A4.T8.84.84.84.84.84.84.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.84.84.84.84.84.84.2.m1.1b"><csymbol cd="latexml" id="A4.T8.84.84.84.84.84.84.2.m1.1.1.cmml" xref="A4.T8.84.84.84.84.84.84.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.84.84.84.84.84.84.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.84.84.84.84.84.84.2.m1.1d">±</annotation></semantics></math> 0.110 0.259 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.85.85.85.85.85.85.3.m1.1"><semantics id="A4.T8.85.85.85.85.85.85.3.m1.1a"><mo id="A4.T8.85.85.85.85.85.85.3.m1.1.1" mathcolor="#000000" xref="A4.T8.85.85.85.85.85.85.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.85.85.85.85.85.85.3.m1.1b"><csymbol cd="latexml" id="A4.T8.85.85.85.85.85.85.3.m1.1.1.cmml" xref="A4.T8.85.85.85.85.85.85.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.85.85.85.85.85.85.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.85.85.85.85.85.85.3.m1.1d">±</annotation></semantics></math> 0.152 0.848 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.86.86.86.86.86.86.4.m1.1"><semantics id="A4.T8.86.86.86.86.86.86.4.m1.1a"><mo id="A4.T8.86.86.86.86.86.86.4.m1.1.1" mathcolor="#000000" xref="A4.T8.86.86.86.86.86.86.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.86.86.86.86.86.86.4.m1.1b"><csymbol cd="latexml" id="A4.T8.86.86.86.86.86.86.4.m1.1.1.cmml" xref="A4.T8.86.86.86.86.86.86.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.86.86.86.86.86.86.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.86.86.86.86.86.86.4.m1.1d">±</annotation></semantics></math> 0.066 0.989 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.87.87.87.87.87.87.5.1.m1.1"><semantics id="A4.T8.87.87.87.87.87.87.5.1.m1.1a"><mo id="A4.T8.87.87.87.87.87.87.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.87.87.87.87.87.87.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.87.87.87.87.87.87.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.87.87.87.87.87.87.5.1.m1.1.1.cmml" xref="A4.T8.87.87.87.87.87.87.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.87.87.87.87.87.87.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.87.87.87.87.87.87.5.1.m1.1d">±</annotation></semantics></math> 0.005 synth_ram -0.426 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.88.88.88.88.88.88.1.m1.1"><semantics id="A4.T8.88.88.88.88.88.88.1.m1.1a"><mo id="A4.T8.88.88.88.88.88.88.1.m1.1.1" mathcolor="#000000" xref="A4.T8.88.88.88.88.88.88.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.88.88.88.88.88.88.1.m1.1b"><csymbol cd="latexml" id="A4.T8.88.88.88.88.88.88.1.m1.1.1.cmml" xref="A4.T8.88.88.88.88.88.88.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.88.88.88.88.88.88.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.88.88.88.88.88.88.1.m1.1d">±</annotation></semantics></math> 0.025 -0.560 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.89.89.89.89.89.89.2.m1.1"><semantics id="A4.T8.89.89.89.89.89.89.2.m1.1a"><mo id="A4.T8.89.89.89.89.89.89.2.m1.1.1" mathcolor="#000000" xref="A4.T8.89.89.89.89.89.89.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.89.89.89.89.89.89.2.m1.1b"><csymbol cd="latexml" id="A4.T8.89.89.89.89.89.89.2.m1.1.1.cmml" xref="A4.T8.89.89.89.89.89.89.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.89.89.89.89.89.89.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.89.89.89.89.89.89.2.m1.1d">±</annotation></semantics></math> 0.018 -0.499 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.90.90.90.90.90.90.3.m1.1"><semantics id="A4.T8.90.90.90.90.90.90.3.m1.1a"><mo id="A4.T8.90.90.90.90.90.90.3.m1.1.1" mathcolor="#000000" xref="A4.T8.90.90.90.90.90.90.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.90.90.90.90.90.90.3.m1.1b"><csymbol cd="latexml" id="A4.T8.90.90.90.90.90.90.3.m1.1.1.cmml" xref="A4.T8.90.90.90.90.90.90.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.90.90.90.90.90.90.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.90.90.90.90.90.90.3.m1.1d">±</annotation></semantics></math> 0.122 0.798 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.91.91.91.91.91.91.4.m1.1"><semantics id="A4.T8.91.91.91.91.91.91.4.m1.1a"><mo id="A4.T8.91.91.91.91.91.91.4.m1.1.1" mathcolor="#000000" xref="A4.T8.91.91.91.91.91.91.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.91.91.91.91.91.91.4.m1.1b"><csymbol cd="latexml" id="A4.T8.91.91.91.91.91.91.4.m1.1.1.cmml" xref="A4.T8.91.91.91.91.91.91.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.91.91.91.91.91.91.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.91.91.91.91.91.91.4.m1.1d">±</annotation></semantics></math> 0.057 0.984 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.92.92.92.92.92.92.5.1.m1.1"><semantics id="A4.T8.92.92.92.92.92.92.5.1.m1.1a"><mo id="A4.T8.92.92.92.92.92.92.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.92.92.92.92.92.92.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.92.92.92.92.92.92.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.92.92.92.92.92.92.5.1.m1.1.1.cmml" xref="A4.T8.92.92.92.92.92.92.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.92.92.92.92.92.92.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.92.92.92.92.92.92.5.1.m1.1d">±</annotation></semantics></math> 0.006 usbf_device 0.706 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.93.93.93.93.93.93.1.m1.1"><semantics id="A4.T8.93.93.93.93.93.93.1.m1.1a"><mo id="A4.T8.93.93.93.93.93.93.1.m1.1.1" mathcolor="#000000" xref="A4.T8.93.93.93.93.93.93.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.93.93.93.93.93.93.1.m1.1b"><csymbol cd="latexml" id="A4.T8.93.93.93.93.93.93.1.m1.1.1.cmml" xref="A4.T8.93.93.93.93.93.93.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.93.93.93.93.93.93.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.93.93.93.93.93.93.1.m1.1d">±</annotation></semantics></math> 0.019 0.549 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.94.94.94.94.94.94.2.m1.1"><semantics id="A4.T8.94.94.94.94.94.94.2.m1.1a"><mo id="A4.T8.94.94.94.94.94.94.2.m1.1.1" mathcolor="#000000" xref="A4.T8.94.94.94.94.94.94.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.94.94.94.94.94.94.2.m1.1b"><csymbol cd="latexml" id="A4.T8.94.94.94.94.94.94.2.m1.1.1.cmml" xref="A4.T8.94.94.94.94.94.94.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.94.94.94.94.94.94.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.94.94.94.94.94.94.2.m1.1d">±</annotation></semantics></math> 0.012 0.731 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.95.95.95.95.95.95.3.m1.1"><semantics id="A4.T8.95.95.95.95.95.95.3.m1.1a"><mo id="A4.T8.95.95.95.95.95.95.3.m1.1.1" mathcolor="#000000" xref="A4.T8.95.95.95.95.95.95.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.95.95.95.95.95.95.3.m1.1b"><csymbol cd="latexml" id="A4.T8.95.95.95.95.95.95.3.m1.1.1.cmml" xref="A4.T8.95.95.95.95.95.95.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.95.95.95.95.95.95.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.95.95.95.95.95.95.3.m1.1d">±</annotation></semantics></math> 0.039 0.934 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.96.96.96.96.96.96.4.m1.1"><semantics id="A4.T8.96.96.96.96.96.96.4.m1.1a"><mo id="A4.T8.96.96.96.96.96.96.4.m1.1.1" mathcolor="#000000" xref="A4.T8.96.96.96.96.96.96.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.96.96.96.96.96.96.4.m1.1b"><csymbol cd="latexml" id="A4.T8.96.96.96.96.96.96.4.m1.1.1.cmml" xref="A4.T8.96.96.96.96.96.96.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.96.96.96.96.96.96.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.96.96.96.96.96.96.4.m1.1d">±</annotation></semantics></math> 0.018 0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.97.97.97.97.97.97.5.1.m1.1"><semantics id="A4.T8.97.97.97.97.97.97.5.1.m1.1a"><mo id="A4.T8.97.97.97.97.97.97.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.97.97.97.97.97.97.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.97.97.97.97.97.97.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.97.97.97.97.97.97.5.1.m1.1.1.cmml" xref="A4.T8.97.97.97.97.97.97.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.97.97.97.97.97.97.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.97.97.97.97.97.97.5.1.m1.1d">±</annotation></semantics></math> 0.000 xtea 0.293 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.98.98.98.98.98.98.1.m1.1"><semantics id="A4.T8.98.98.98.98.98.98.1.m1.1a"><mo id="A4.T8.98.98.98.98.98.98.1.m1.1.1" mathcolor="#000000" xref="A4.T8.98.98.98.98.98.98.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.98.98.98.98.98.98.1.m1.1b"><csymbol cd="latexml" id="A4.T8.98.98.98.98.98.98.1.m1.1.1.cmml" xref="A4.T8.98.98.98.98.98.98.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.98.98.98.98.98.98.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.98.98.98.98.98.98.1.m1.1d">±</annotation></semantics></math> 0.044 0.199 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.99.99.99.99.99.99.2.m1.1"><semantics id="A4.T8.99.99.99.99.99.99.2.m1.1a"><mo id="A4.T8.99.99.99.99.99.99.2.m1.1.1" mathcolor="#000000" xref="A4.T8.99.99.99.99.99.99.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.99.99.99.99.99.99.2.m1.1b"><csymbol cd="latexml" id="A4.T8.99.99.99.99.99.99.2.m1.1.1.cmml" xref="A4.T8.99.99.99.99.99.99.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.99.99.99.99.99.99.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.99.99.99.99.99.99.2.m1.1d">±</annotation></semantics></math> 0.047 0.238 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.100.100.100.100.100.100.3.m1.1"><semantics id="A4.T8.100.100.100.100.100.100.3.m1.1a"><mo id="A4.T8.100.100.100.100.100.100.3.m1.1.1" mathcolor="#000000" xref="A4.T8.100.100.100.100.100.100.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.100.100.100.100.100.100.3.m1.1b"><csymbol cd="latexml" id="A4.T8.100.100.100.100.100.100.3.m1.1.1.cmml" xref="A4.T8.100.100.100.100.100.100.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.100.100.100.100.100.100.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.100.100.100.100.100.100.3.m1.1d">±</annotation></semantics></math> 0.100 0.886 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.101.101.101.101.101.101.4.m1.1"><semantics id="A4.T8.101.101.101.101.101.101.4.m1.1a"><mo id="A4.T8.101.101.101.101.101.101.4.m1.1.1" mathcolor="#000000" xref="A4.T8.101.101.101.101.101.101.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.101.101.101.101.101.101.4.m1.1b"><csymbol cd="latexml" id="A4.T8.101.101.101.101.101.101.4.m1.1.1.cmml" xref="A4.T8.101.101.101.101.101.101.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.101.101.101.101.101.101.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.101.101.101.101.101.101.4.m1.1d">±</annotation></semantics></math> 0.072 0.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.102.102.102.102.102.102.5.1.m1.1"><semantics id="A4.T8.102.102.102.102.102.102.5.1.m1.1a"><mo id="A4.T8.102.102.102.102.102.102.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.102.102.102.102.102.102.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.102.102.102.102.102.102.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.102.102.102.102.102.102.5.1.m1.1.1.cmml" xref="A4.T8.102.102.102.102.102.102.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.102.102.102.102.102.102.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.102.102.102.102.102.102.5.1.m1.1d">±</annotation></semantics></math> 0.001 y_huff 0.518 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.103.103.103.103.103.103.1.m1.1"><semantics id="A4.T8.103.103.103.103.103.103.1.m1.1a"><mo id="A4.T8.103.103.103.103.103.103.1.m1.1.1" mathcolor="#000000" xref="A4.T8.103.103.103.103.103.103.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.103.103.103.103.103.103.1.m1.1b"><csymbol cd="latexml" id="A4.T8.103.103.103.103.103.103.1.m1.1.1.cmml" xref="A4.T8.103.103.103.103.103.103.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.103.103.103.103.103.103.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.103.103.103.103.103.103.1.m1.1d">±</annotation></semantics></math> 0.231 0.451 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.104.104.104.104.104.104.2.m1.1"><semantics id="A4.T8.104.104.104.104.104.104.2.m1.1a"><mo id="A4.T8.104.104.104.104.104.104.2.m1.1.1" mathcolor="#000000" xref="A4.T8.104.104.104.104.104.104.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.104.104.104.104.104.104.2.m1.1b"><csymbol cd="latexml" id="A4.T8.104.104.104.104.104.104.2.m1.1.1.cmml" xref="A4.T8.104.104.104.104.104.104.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.104.104.104.104.104.104.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.104.104.104.104.104.104.2.m1.1d">±</annotation></semantics></math> 0.045 0.294 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.105.105.105.105.105.105.3.m1.1"><semantics id="A4.T8.105.105.105.105.105.105.3.m1.1a"><mo id="A4.T8.105.105.105.105.105.105.3.m1.1.1" mathcolor="#000000" xref="A4.T8.105.105.105.105.105.105.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.105.105.105.105.105.105.3.m1.1b"><csymbol cd="latexml" id="A4.T8.105.105.105.105.105.105.3.m1.1.1.cmml" xref="A4.T8.105.105.105.105.105.105.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.105.105.105.105.105.105.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.105.105.105.105.105.105.3.m1.1d">±</annotation></semantics></math> 0.380 0.914 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.106.106.106.106.106.106.4.m1.1"><semantics id="A4.T8.106.106.106.106.106.106.4.m1.1a"><mo id="A4.T8.106.106.106.106.106.106.4.m1.1.1" mathcolor="#000000" xref="A4.T8.106.106.106.106.106.106.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.106.106.106.106.106.106.4.m1.1b"><csymbol cd="latexml" id="A4.T8.106.106.106.106.106.106.4.m1.1.1.cmml" xref="A4.T8.106.106.106.106.106.106.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.106.106.106.106.106.106.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.106.106.106.106.106.106.4.m1.1d">±</annotation></semantics></math> 0.028 0.975 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T8.107.107.107.107.107.107.5.1.m1.1"><semantics id="A4.T8.107.107.107.107.107.107.5.1.m1.1a"><mo id="A4.T8.107.107.107.107.107.107.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T8.107.107.107.107.107.107.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T8.107.107.107.107.107.107.5.1.m1.1b"><csymbol cd="latexml" id="A4.T8.107.107.107.107.107.107.5.1.m1.1.1.cmml" xref="A4.T8.107.107.107.107.107.107.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.107.107.107.107.107.107.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T8.107.107.107.107.107.107.5.1.m1.1d">±</annotation></semantics></math> 0.011 Avg. train 0.913 0.813 0.835 0.942 0.996 Avg. test 0.400 0.239 0.381 0.891 0.988 </div> <figcaption class="ltx_caption ltx_centering">Table 8: Slack prediction with flatten <math alttext="R_{f}^{2}" class="ltx_Math" display="inline" id="A4.T8.109.m1.1"><semantics id="A4.T8.109.m1.1b"><msubsup id="A4.T8.109.m1.1.1" xref="A4.T8.109.m1.1.1.cmml"><mi id="A4.T8.109.m1.1.1.2.2" xref="A4.T8.109.m1.1.1.2.2.cmml">R</mi><mi id="A4.T8.109.m1.1.1.2.3" xref="A4.T8.109.m1.1.1.2.3.cmml">f</mi><mn id="A4.T8.109.m1.1.1.3" xref="A4.T8.109.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T8.109.m1.1c"><apply id="A4.T8.109.m1.1.1.cmml" xref="A4.T8.109.m1.1.1"><csymbol cd="ambiguous" id="A4.T8.109.m1.1.1.1.cmml" xref="A4.T8.109.m1.1.1">superscript</csymbol><apply id="A4.T8.109.m1.1.1.2.cmml" xref="A4.T8.109.m1.1.1"><csymbol cd="ambiguous" id="A4.T8.109.m1.1.1.2.1.cmml" xref="A4.T8.109.m1.1.1">subscript</csymbol><ci id="A4.T8.109.m1.1.1.2.2.cmml" xref="A4.T8.109.m1.1.1.2.2">𝑅</ci><ci id="A4.T8.109.m1.1.1.2.3.cmml" xref="A4.T8.109.m1.1.1.2.3">𝑓</ci></apply><cn id="A4.T8.109.m1.1.1.3.cmml" type="integer" xref="A4.T8.109.m1.1.1.3">2</cn></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T8.109.m1.1d">R_{f}^{2}</annotation><annotation encoding="application/x-llamapun" id="A4.T8.109.m1.1e">italic_R start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT</annotation></semantics></math> as metrics. Experiments are implemented on 5 different seeds. </figcaption> </figure> <figure class="ltx_table" id="A4.T9"> <div class="ltx_inline-block ltx_align_center ltx_transformed_outer" id="A4.T9.261" style="width:807.0pt;height:451pt;vertical-align:-1.0pt;"> Dataset MSE slew (<math alttext="\downarrow" class="ltx_Math" display="inline" id="A4.T9.1.1.1.1.1.1.1.m1.1"><semantics id="A4.T9.1.1.1.1.1.1.1.m1.1a"><mo id="A4.T9.1.1.1.1.1.1.1.m1.1.1" mathcolor="#000000" stretchy="false" xref="A4.T9.1.1.1.1.1.1.1.m1.1.1.cmml">↓</mo><annotation-xml encoding="MathML-Content" id="A4.T9.1.1.1.1.1.1.1.m1.1b"><ci id="A4.T9.1.1.1.1.1.1.1.m1.1.1.cmml" xref="A4.T9.1.1.1.1.1.1.1.m1.1.1">↓</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.1.1.1.1.1.1.1.m1.1c">\downarrow</annotation><annotation encoding="application/x-llamapun" id="A4.T9.1.1.1.1.1.1.1.m1.1d">↓</annotation></semantics></math>) MSE net delay (<math alttext="\downarrow" class="ltx_Math" display="inline" id="A4.T9.2.2.2.2.2.2.2.m1.1"><semantics id="A4.T9.2.2.2.2.2.2.2.m1.1a"><mo id="A4.T9.2.2.2.2.2.2.2.m1.1.1" mathcolor="#000000" stretchy="false" xref="A4.T9.2.2.2.2.2.2.2.m1.1.1.cmml">↓</mo><annotation-xml encoding="MathML-Content" id="A4.T9.2.2.2.2.2.2.2.m1.1b"><ci id="A4.T9.2.2.2.2.2.2.2.m1.1.1.cmml" xref="A4.T9.2.2.2.2.2.2.2.m1.1.1">↓</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.2.2.2.2.2.2.2.m1.1c">\downarrow</annotation><annotation encoding="application/x-llamapun" id="A4.T9.2.2.2.2.2.2.2.m1.1d">↓</annotation></semantics></math>) MSE cell delay (<math alttext="\downarrow" class="ltx_Math" display="inline" id="A4.T9.3.3.3.3.3.3.3.m1.1"><semantics id="A4.T9.3.3.3.3.3.3.3.m1.1a"><mo id="A4.T9.3.3.3.3.3.3.3.m1.1.1" mathcolor="#000000" stretchy="false" xref="A4.T9.3.3.3.3.3.3.3.m1.1.1.cmml">↓</mo><annotation-xml encoding="MathML-Content" id="A4.T9.3.3.3.3.3.3.3.m1.1b"><ci id="A4.T9.3.3.3.3.3.3.3.m1.1.1.cmml" xref="A4.T9.3.3.3.3.3.3.3.m1.1.1">↓</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.3.3.3.3.3.3.3.m1.1c">\downarrow</annotation><annotation encoding="application/x-llamapun" id="A4.T9.3.3.3.3.3.3.3.m1.1d">↓</annotation></semantics></math>) flatten <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T9.4.4.4.4.4.4.4.m1.1"><semantics id="A4.T9.4.4.4.4.4.4.4.m1.1a"><msubsup id="A4.T9.4.4.4.4.4.4.4.m1.1.1" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.cmml"><mi id="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.2" mathcolor="#000000" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.2.cmml">R</mi><mi id="A4.T9.4.4.4.4.4.4.4.m1.1.1.3" mathcolor="#000000" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.3.cmml">f</mi><mn id="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.3" mathcolor="#000000" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T9.4.4.4.4.4.4.4.m1.1b"><apply id="A4.T9.4.4.4.4.4.4.4.m1.1.1.cmml" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1"><csymbol cd="ambiguous" id="A4.T9.4.4.4.4.4.4.4.m1.1.1.1.cmml" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1">subscript</csymbol><apply id="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.cmml" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1"><csymbol cd="ambiguous" id="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.1.cmml" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1">superscript</csymbol><ci id="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.2.cmml" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.2">𝑅</ci><cn id="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.3.cmml" type="integer" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.2.3">2</cn></apply><ci id="A4.T9.4.4.4.4.4.4.4.m1.1.1.3.cmml" xref="A4.T9.4.4.4.4.4.4.4.m1.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.4.4.4.4.4.4.4.m1.1c">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.T9.4.4.4.4.4.4.4.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> slew (<math alttext="\uparrow" class="ltx_Math" display="inline" id="A4.T9.5.5.5.5.5.5.5.m2.1"><semantics id="A4.T9.5.5.5.5.5.5.5.m2.1a"><mo id="A4.T9.5.5.5.5.5.5.5.m2.1.1" mathcolor="#000000" stretchy="false" xref="A4.T9.5.5.5.5.5.5.5.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="A4.T9.5.5.5.5.5.5.5.m2.1b"><ci id="A4.T9.5.5.5.5.5.5.5.m2.1.1.cmml" xref="A4.T9.5.5.5.5.5.5.5.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.5.5.5.5.5.5.5.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="A4.T9.5.5.5.5.5.5.5.m2.1d">↑</annotation></semantics></math>) flatten <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T9.6.6.6.6.6.6.6.m1.1"><semantics id="A4.T9.6.6.6.6.6.6.6.m1.1a"><msubsup id="A4.T9.6.6.6.6.6.6.6.m1.1.1" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.cmml"><mi id="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.2" mathcolor="#000000" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.2.cmml">R</mi><mi id="A4.T9.6.6.6.6.6.6.6.m1.1.1.3" mathcolor="#000000" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.3.cmml">f</mi><mn id="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.3" mathcolor="#000000" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T9.6.6.6.6.6.6.6.m1.1b"><apply id="A4.T9.6.6.6.6.6.6.6.m1.1.1.cmml" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1"><csymbol cd="ambiguous" id="A4.T9.6.6.6.6.6.6.6.m1.1.1.1.cmml" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1">subscript</csymbol><apply id="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.cmml" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1"><csymbol cd="ambiguous" id="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.1.cmml" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1">superscript</csymbol><ci id="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.2.cmml" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.2">𝑅</ci><cn id="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.3.cmml" type="integer" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.2.3">2</cn></apply><ci id="A4.T9.6.6.6.6.6.6.6.m1.1.1.3.cmml" xref="A4.T9.6.6.6.6.6.6.6.m1.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.6.6.6.6.6.6.6.m1.1c">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.T9.6.6.6.6.6.6.6.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> net delay (<math alttext="\uparrow" class="ltx_Math" display="inline" id="A4.T9.7.7.7.7.7.7.7.m2.1"><semantics id="A4.T9.7.7.7.7.7.7.7.m2.1a"><mo id="A4.T9.7.7.7.7.7.7.7.m2.1.1" mathcolor="#000000" stretchy="false" xref="A4.T9.7.7.7.7.7.7.7.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="A4.T9.7.7.7.7.7.7.7.m2.1b"><ci id="A4.T9.7.7.7.7.7.7.7.m2.1.1.cmml" xref="A4.T9.7.7.7.7.7.7.7.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.7.7.7.7.7.7.7.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="A4.T9.7.7.7.7.7.7.7.m2.1d">↑</annotation></semantics></math>) flatten <math alttext="R^{2}_{f}" class="ltx_Math" display="inline" id="A4.T9.8.8.8.8.8.8.8.m1.1"><semantics id="A4.T9.8.8.8.8.8.8.8.m1.1a"><msubsup id="A4.T9.8.8.8.8.8.8.8.m1.1.1" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.cmml"><mi id="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.2" mathcolor="#000000" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.2.cmml">R</mi><mi id="A4.T9.8.8.8.8.8.8.8.m1.1.1.3" mathcolor="#000000" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.3.cmml">f</mi><mn id="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.3" mathcolor="#000000" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T9.8.8.8.8.8.8.8.m1.1b"><apply id="A4.T9.8.8.8.8.8.8.8.m1.1.1.cmml" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1"><csymbol cd="ambiguous" id="A4.T9.8.8.8.8.8.8.8.m1.1.1.1.cmml" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1">subscript</csymbol><apply id="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.cmml" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1"><csymbol cd="ambiguous" id="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.1.cmml" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1">superscript</csymbol><ci id="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.2.cmml" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.2">𝑅</ci><cn id="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.3.cmml" type="integer" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.2.3">2</cn></apply><ci id="A4.T9.8.8.8.8.8.8.8.m1.1.1.3.cmml" xref="A4.T9.8.8.8.8.8.8.8.m1.1.1.3">𝑓</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.8.8.8.8.8.8.8.m1.1c">R^{2}_{f}</annotation><annotation encoding="application/x-llamapun" id="A4.T9.8.8.8.8.8.8.8.m1.1d">italic_R start_POSTSUPERSCRIPT 2 end_POSTSUPERSCRIPT start_POSTSUBSCRIPT italic_f end_POSTSUBSCRIPT</annotation></semantics></math> cell delay (<math alttext="\uparrow" class="ltx_Math" display="inline" id="A4.T9.9.9.9.9.9.9.9.m2.1"><semantics id="A4.T9.9.9.9.9.9.9.9.m2.1a"><mo id="A4.T9.9.9.9.9.9.9.9.m2.1.1" mathcolor="#000000" stretchy="false" xref="A4.T9.9.9.9.9.9.9.9.m2.1.1.cmml">↑</mo><annotation-xml encoding="MathML-Content" id="A4.T9.9.9.9.9.9.9.9.m2.1b"><ci id="A4.T9.9.9.9.9.9.9.9.m2.1.1.cmml" xref="A4.T9.9.9.9.9.9.9.9.m2.1.1">↑</ci></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.9.9.9.9.9.9.9.m2.1c">\uparrow</annotation><annotation encoding="application/x-llamapun" id="A4.T9.9.9.9.9.9.9.9.m2.1d">↑</annotation></semantics></math>) TimingGCN PreRoutGNN TimingGCN PreRoutGNN TimingGCN PreRoutGNN TimingGCN PreRoutGNN TimingGCN PreRoutGNN TimingGCN PreRoutGNN train BM64 0.032 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.10.10.10.10.10.10.1.m1.1"><semantics id="A4.T9.10.10.10.10.10.10.1.m1.1a"><mo id="A4.T9.10.10.10.10.10.10.1.m1.1.1" mathcolor="#000000" xref="A4.T9.10.10.10.10.10.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.10.10.10.10.10.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.10.10.10.10.10.10.1.m1.1.1.cmml" xref="A4.T9.10.10.10.10.10.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.10.10.10.10.10.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.10.10.10.10.10.10.1.m1.1d">±</annotation></semantics></math> 0.013 0.006 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.11.11.11.11.11.11.2.1.m1.1"><semantics id="A4.T9.11.11.11.11.11.11.2.1.m1.1a"><mo id="A4.T9.11.11.11.11.11.11.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.11.11.11.11.11.11.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.11.11.11.11.11.11.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.11.11.11.11.11.11.2.1.m1.1.1.cmml" xref="A4.T9.11.11.11.11.11.11.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.11.11.11.11.11.11.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.11.11.11.11.11.11.2.1.m1.1d">±</annotation></semantics></math> 0.002 0.045 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.12.12.12.12.12.12.3.m1.1"><semantics id="A4.T9.12.12.12.12.12.12.3.m1.1a"><mo id="A4.T9.12.12.12.12.12.12.3.m1.1.1" mathcolor="#000000" xref="A4.T9.12.12.12.12.12.12.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.12.12.12.12.12.12.3.m1.1b"><csymbol cd="latexml" id="A4.T9.12.12.12.12.12.12.3.m1.1.1.cmml" xref="A4.T9.12.12.12.12.12.12.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.12.12.12.12.12.12.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.12.12.12.12.12.12.3.m1.1d">±</annotation></semantics></math> 0.022 0.022 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.13.13.13.13.13.13.4.1.m1.1"><semantics id="A4.T9.13.13.13.13.13.13.4.1.m1.1a"><mo id="A4.T9.13.13.13.13.13.13.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.13.13.13.13.13.13.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.13.13.13.13.13.13.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.13.13.13.13.13.13.4.1.m1.1.1.cmml" xref="A4.T9.13.13.13.13.13.13.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.13.13.13.13.13.13.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.13.13.13.13.13.13.4.1.m1.1d">±</annotation></semantics></math> 0.003 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.14.14.14.14.14.14.5.m1.1"><semantics id="A4.T9.14.14.14.14.14.14.5.m1.1a"><mo id="A4.T9.14.14.14.14.14.14.5.m1.1.1" mathcolor="#000000" xref="A4.T9.14.14.14.14.14.14.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.14.14.14.14.14.14.5.m1.1b"><csymbol cd="latexml" id="A4.T9.14.14.14.14.14.14.5.m1.1.1.cmml" xref="A4.T9.14.14.14.14.14.14.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.14.14.14.14.14.14.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.14.14.14.14.14.14.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.15.15.15.15.15.15.6.1.m1.1"><semantics id="A4.T9.15.15.15.15.15.15.6.1.m1.1a"><mo id="A4.T9.15.15.15.15.15.15.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.15.15.15.15.15.15.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.15.15.15.15.15.15.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.15.15.15.15.15.15.6.1.m1.1.1.cmml" xref="A4.T9.15.15.15.15.15.15.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.15.15.15.15.15.15.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.15.15.15.15.15.15.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.960 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.16.16.16.16.16.16.7.m1.1"><semantics id="A4.T9.16.16.16.16.16.16.7.m1.1a"><mo id="A4.T9.16.16.16.16.16.16.7.m1.1.1" mathcolor="#000000" xref="A4.T9.16.16.16.16.16.16.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.16.16.16.16.16.16.7.m1.1b"><csymbol cd="latexml" id="A4.T9.16.16.16.16.16.16.7.m1.1.1.cmml" xref="A4.T9.16.16.16.16.16.16.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.16.16.16.16.16.16.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.16.16.16.16.16.16.7.m1.1d">±</annotation></semantics></math> 0.016 0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.17.17.17.17.17.17.8.1.m1.1"><semantics id="A4.T9.17.17.17.17.17.17.8.1.m1.1a"><mo id="A4.T9.17.17.17.17.17.17.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.17.17.17.17.17.17.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.17.17.17.17.17.17.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.17.17.17.17.17.17.8.1.m1.1.1.cmml" xref="A4.T9.17.17.17.17.17.17.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.17.17.17.17.17.17.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.17.17.17.17.17.17.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.984 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.18.18.18.18.18.18.9.m1.1"><semantics id="A4.T9.18.18.18.18.18.18.9.m1.1a"><mo id="A4.T9.18.18.18.18.18.18.9.m1.1.1" mathcolor="#000000" xref="A4.T9.18.18.18.18.18.18.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.18.18.18.18.18.18.9.m1.1b"><csymbol cd="latexml" id="A4.T9.18.18.18.18.18.18.9.m1.1.1.cmml" xref="A4.T9.18.18.18.18.18.18.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.18.18.18.18.18.18.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.18.18.18.18.18.18.9.m1.1d">±</annotation></semantics></math> 0.008 0.992 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.19.19.19.19.19.19.10.1.m1.1"><semantics id="A4.T9.19.19.19.19.19.19.10.1.m1.1a"><mo id="A4.T9.19.19.19.19.19.19.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.19.19.19.19.19.19.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.19.19.19.19.19.19.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.19.19.19.19.19.19.10.1.m1.1.1.cmml" xref="A4.T9.19.19.19.19.19.19.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.19.19.19.19.19.19.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.19.19.19.19.19.19.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.955 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.20.20.20.20.20.20.11.m1.1"><semantics id="A4.T9.20.20.20.20.20.20.11.m1.1a"><mo id="A4.T9.20.20.20.20.20.20.11.m1.1.1" mathcolor="#000000" xref="A4.T9.20.20.20.20.20.20.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.20.20.20.20.20.20.11.m1.1b"><csymbol cd="latexml" id="A4.T9.20.20.20.20.20.20.11.m1.1.1.cmml" xref="A4.T9.20.20.20.20.20.20.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.20.20.20.20.20.20.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.20.20.20.20.20.20.11.m1.1d">±</annotation></semantics></math> 0.030 0.995 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.21.21.21.21.21.21.12.1.m1.1"><semantics id="A4.T9.21.21.21.21.21.21.12.1.m1.1a"><mo id="A4.T9.21.21.21.21.21.21.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.21.21.21.21.21.21.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.21.21.21.21.21.21.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.21.21.21.21.21.21.12.1.m1.1.1.cmml" xref="A4.T9.21.21.21.21.21.21.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.21.21.21.21.21.21.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.21.21.21.21.21.21.12.1.m1.1d">±</annotation></semantics></math> 0.002 aes128 0.052 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.22.22.22.22.22.22.1.m1.1"><semantics id="A4.T9.22.22.22.22.22.22.1.m1.1a"><mo id="A4.T9.22.22.22.22.22.22.1.m1.1.1" mathcolor="#000000" xref="A4.T9.22.22.22.22.22.22.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.22.22.22.22.22.22.1.m1.1b"><csymbol cd="latexml" id="A4.T9.22.22.22.22.22.22.1.m1.1.1.cmml" xref="A4.T9.22.22.22.22.22.22.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.22.22.22.22.22.22.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.22.22.22.22.22.22.1.m1.1d">±</annotation></semantics></math> 0.018 0.005 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.23.23.23.23.23.23.2.1.m1.1"><semantics id="A4.T9.23.23.23.23.23.23.2.1.m1.1a"><mo id="A4.T9.23.23.23.23.23.23.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.23.23.23.23.23.23.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.23.23.23.23.23.23.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.23.23.23.23.23.23.2.1.m1.1.1.cmml" xref="A4.T9.23.23.23.23.23.23.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.23.23.23.23.23.23.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.23.23.23.23.23.23.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.045 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.24.24.24.24.24.24.3.m1.1"><semantics id="A4.T9.24.24.24.24.24.24.3.m1.1a"><mo id="A4.T9.24.24.24.24.24.24.3.m1.1.1" mathcolor="#000000" xref="A4.T9.24.24.24.24.24.24.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.24.24.24.24.24.24.3.m1.1b"><csymbol cd="latexml" id="A4.T9.24.24.24.24.24.24.3.m1.1.1.cmml" xref="A4.T9.24.24.24.24.24.24.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.24.24.24.24.24.24.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.24.24.24.24.24.24.3.m1.1d">±</annotation></semantics></math> 0.009 0.021 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.25.25.25.25.25.25.4.1.m1.1"><semantics id="A4.T9.25.25.25.25.25.25.4.1.m1.1a"><mo id="A4.T9.25.25.25.25.25.25.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.25.25.25.25.25.25.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.25.25.25.25.25.25.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.25.25.25.25.25.25.4.1.m1.1.1.cmml" xref="A4.T9.25.25.25.25.25.25.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.25.25.25.25.25.25.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.25.25.25.25.25.25.4.1.m1.1d">±</annotation></semantics></math> 0.001 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.26.26.26.26.26.26.5.m1.1"><semantics id="A4.T9.26.26.26.26.26.26.5.m1.1a"><mo id="A4.T9.26.26.26.26.26.26.5.m1.1.1" mathcolor="#000000" xref="A4.T9.26.26.26.26.26.26.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.26.26.26.26.26.26.5.m1.1b"><csymbol cd="latexml" id="A4.T9.26.26.26.26.26.26.5.m1.1.1.cmml" xref="A4.T9.26.26.26.26.26.26.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.26.26.26.26.26.26.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.26.26.26.26.26.26.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.27.27.27.27.27.27.6.1.m1.1"><semantics id="A4.T9.27.27.27.27.27.27.6.1.m1.1a"><mo id="A4.T9.27.27.27.27.27.27.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.27.27.27.27.27.27.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.27.27.27.27.27.27.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.27.27.27.27.27.27.6.1.m1.1.1.cmml" xref="A4.T9.27.27.27.27.27.27.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.27.27.27.27.27.27.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.27.27.27.27.27.27.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.909 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.28.28.28.28.28.28.7.m1.1"><semantics id="A4.T9.28.28.28.28.28.28.7.m1.1a"><mo id="A4.T9.28.28.28.28.28.28.7.m1.1.1" mathcolor="#000000" xref="A4.T9.28.28.28.28.28.28.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.28.28.28.28.28.28.7.m1.1b"><csymbol cd="latexml" id="A4.T9.28.28.28.28.28.28.7.m1.1.1.cmml" xref="A4.T9.28.28.28.28.28.28.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.28.28.28.28.28.28.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.28.28.28.28.28.28.7.m1.1d">±</annotation></semantics></math> 0.032 0.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.29.29.29.29.29.29.8.1.m1.1"><semantics id="A4.T9.29.29.29.29.29.29.8.1.m1.1a"><mo id="A4.T9.29.29.29.29.29.29.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.29.29.29.29.29.29.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.29.29.29.29.29.29.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.29.29.29.29.29.29.8.1.m1.1.1.cmml" xref="A4.T9.29.29.29.29.29.29.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.29.29.29.29.29.29.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.29.29.29.29.29.29.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.972 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.30.30.30.30.30.30.9.m1.1"><semantics id="A4.T9.30.30.30.30.30.30.9.m1.1a"><mo id="A4.T9.30.30.30.30.30.30.9.m1.1.1" mathcolor="#000000" xref="A4.T9.30.30.30.30.30.30.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.30.30.30.30.30.30.9.m1.1b"><csymbol cd="latexml" id="A4.T9.30.30.30.30.30.30.9.m1.1.1.cmml" xref="A4.T9.30.30.30.30.30.30.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.30.30.30.30.30.30.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.30.30.30.30.30.30.9.m1.1d">±</annotation></semantics></math> 0.006 0.987 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.31.31.31.31.31.31.10.1.m1.1"><semantics id="A4.T9.31.31.31.31.31.31.10.1.m1.1a"><mo id="A4.T9.31.31.31.31.31.31.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.31.31.31.31.31.31.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.31.31.31.31.31.31.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.31.31.31.31.31.31.10.1.m1.1.1.cmml" xref="A4.T9.31.31.31.31.31.31.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.31.31.31.31.31.31.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.31.31.31.31.31.31.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.949 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.32.32.32.32.32.32.11.m1.1"><semantics id="A4.T9.32.32.32.32.32.32.11.m1.1a"><mo id="A4.T9.32.32.32.32.32.32.11.m1.1.1" mathcolor="#000000" xref="A4.T9.32.32.32.32.32.32.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.32.32.32.32.32.32.11.m1.1b"><csymbol cd="latexml" id="A4.T9.32.32.32.32.32.32.11.m1.1.1.cmml" xref="A4.T9.32.32.32.32.32.32.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.32.32.32.32.32.32.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.32.32.32.32.32.32.11.m1.1d">±</annotation></semantics></math> 0.022 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.33.33.33.33.33.33.12.1.m1.1"><semantics id="A4.T9.33.33.33.33.33.33.12.1.m1.1a"><mo id="A4.T9.33.33.33.33.33.33.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.33.33.33.33.33.33.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.33.33.33.33.33.33.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.33.33.33.33.33.33.12.1.m1.1.1.cmml" xref="A4.T9.33.33.33.33.33.33.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.33.33.33.33.33.33.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.33.33.33.33.33.33.12.1.m1.1d">±</annotation></semantics></math> 0.001 aes256 0.050 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.34.34.34.34.34.34.1.m1.1"><semantics id="A4.T9.34.34.34.34.34.34.1.m1.1a"><mo id="A4.T9.34.34.34.34.34.34.1.m1.1.1" mathcolor="#000000" xref="A4.T9.34.34.34.34.34.34.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.34.34.34.34.34.34.1.m1.1b"><csymbol cd="latexml" id="A4.T9.34.34.34.34.34.34.1.m1.1.1.cmml" xref="A4.T9.34.34.34.34.34.34.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.34.34.34.34.34.34.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.34.34.34.34.34.34.1.m1.1d">±</annotation></semantics></math> 0.015 0.006 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.35.35.35.35.35.35.2.1.m1.1"><semantics id="A4.T9.35.35.35.35.35.35.2.1.m1.1a"><mo id="A4.T9.35.35.35.35.35.35.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.35.35.35.35.35.35.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.35.35.35.35.35.35.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.35.35.35.35.35.35.2.1.m1.1.1.cmml" xref="A4.T9.35.35.35.35.35.35.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.35.35.35.35.35.35.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.35.35.35.35.35.35.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.047 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.36.36.36.36.36.36.3.m1.1"><semantics id="A4.T9.36.36.36.36.36.36.3.m1.1a"><mo id="A4.T9.36.36.36.36.36.36.3.m1.1.1" mathcolor="#000000" xref="A4.T9.36.36.36.36.36.36.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.36.36.36.36.36.36.3.m1.1b"><csymbol cd="latexml" id="A4.T9.36.36.36.36.36.36.3.m1.1.1.cmml" xref="A4.T9.36.36.36.36.36.36.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.36.36.36.36.36.36.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.36.36.36.36.36.36.3.m1.1d">±</annotation></semantics></math> 0.011 0.023 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.37.37.37.37.37.37.4.1.m1.1"><semantics id="A4.T9.37.37.37.37.37.37.4.1.m1.1a"><mo id="A4.T9.37.37.37.37.37.37.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.37.37.37.37.37.37.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.37.37.37.37.37.37.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.37.37.37.37.37.37.4.1.m1.1.1.cmml" xref="A4.T9.37.37.37.37.37.37.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.37.37.37.37.37.37.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.37.37.37.37.37.37.4.1.m1.1d">±</annotation></semantics></math> 0.002 0.003 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.38.38.38.38.38.38.5.m1.1"><semantics id="A4.T9.38.38.38.38.38.38.5.m1.1a"><mo id="A4.T9.38.38.38.38.38.38.5.m1.1.1" mathcolor="#000000" xref="A4.T9.38.38.38.38.38.38.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.38.38.38.38.38.38.5.m1.1b"><csymbol cd="latexml" id="A4.T9.38.38.38.38.38.38.5.m1.1.1.cmml" xref="A4.T9.38.38.38.38.38.38.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.38.38.38.38.38.38.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.38.38.38.38.38.38.5.m1.1d">±</annotation></semantics></math> 0.002 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.39.39.39.39.39.39.6.1.m1.1"><semantics id="A4.T9.39.39.39.39.39.39.6.1.m1.1a"><mo id="A4.T9.39.39.39.39.39.39.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.39.39.39.39.39.39.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.39.39.39.39.39.39.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.39.39.39.39.39.39.6.1.m1.1.1.cmml" xref="A4.T9.39.39.39.39.39.39.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.39.39.39.39.39.39.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.39.39.39.39.39.39.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.916 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.40.40.40.40.40.40.7.m1.1"><semantics id="A4.T9.40.40.40.40.40.40.7.m1.1a"><mo id="A4.T9.40.40.40.40.40.40.7.m1.1.1" mathcolor="#000000" xref="A4.T9.40.40.40.40.40.40.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.40.40.40.40.40.40.7.m1.1b"><csymbol cd="latexml" id="A4.T9.40.40.40.40.40.40.7.m1.1.1.cmml" xref="A4.T9.40.40.40.40.40.40.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.40.40.40.40.40.40.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.40.40.40.40.40.40.7.m1.1d">±</annotation></semantics></math> 0.025 0.990 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.41.41.41.41.41.41.8.1.m1.1"><semantics id="A4.T9.41.41.41.41.41.41.8.1.m1.1a"><mo id="A4.T9.41.41.41.41.41.41.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.41.41.41.41.41.41.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.41.41.41.41.41.41.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.41.41.41.41.41.41.8.1.m1.1.1.cmml" xref="A4.T9.41.41.41.41.41.41.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.41.41.41.41.41.41.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.41.41.41.41.41.41.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.974 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.42.42.42.42.42.42.9.m1.1"><semantics id="A4.T9.42.42.42.42.42.42.9.m1.1a"><mo id="A4.T9.42.42.42.42.42.42.9.m1.1.1" mathcolor="#000000" xref="A4.T9.42.42.42.42.42.42.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.42.42.42.42.42.42.9.m1.1b"><csymbol cd="latexml" id="A4.T9.42.42.42.42.42.42.9.m1.1.1.cmml" xref="A4.T9.42.42.42.42.42.42.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.42.42.42.42.42.42.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.42.42.42.42.42.42.9.m1.1d">±</annotation></semantics></math> 0.006 0.988 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.43.43.43.43.43.43.10.1.m1.1"><semantics id="A4.T9.43.43.43.43.43.43.10.1.m1.1a"><mo id="A4.T9.43.43.43.43.43.43.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.43.43.43.43.43.43.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.43.43.43.43.43.43.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.43.43.43.43.43.43.10.1.m1.1.1.cmml" xref="A4.T9.43.43.43.43.43.43.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.43.43.43.43.43.43.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.43.43.43.43.43.43.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.945 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.44.44.44.44.44.44.11.m1.1"><semantics id="A4.T9.44.44.44.44.44.44.11.m1.1a"><mo id="A4.T9.44.44.44.44.44.44.11.m1.1.1" mathcolor="#000000" xref="A4.T9.44.44.44.44.44.44.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.44.44.44.44.44.44.11.m1.1b"><csymbol cd="latexml" id="A4.T9.44.44.44.44.44.44.11.m1.1.1.cmml" xref="A4.T9.44.44.44.44.44.44.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.44.44.44.44.44.44.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.44.44.44.44.44.44.11.m1.1d">±</annotation></semantics></math> 0.029 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.45.45.45.45.45.45.12.1.m1.1"><semantics id="A4.T9.45.45.45.45.45.45.12.1.m1.1a"><mo id="A4.T9.45.45.45.45.45.45.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.45.45.45.45.45.45.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.45.45.45.45.45.45.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.45.45.45.45.45.45.12.1.m1.1.1.cmml" xref="A4.T9.45.45.45.45.45.45.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.45.45.45.45.45.45.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.45.45.45.45.45.45.12.1.m1.1d">±</annotation></semantics></math> 0.001 aes_cipher 0.048 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.46.46.46.46.46.46.1.m1.1"><semantics id="A4.T9.46.46.46.46.46.46.1.m1.1a"><mo id="A4.T9.46.46.46.46.46.46.1.m1.1.1" mathcolor="#000000" xref="A4.T9.46.46.46.46.46.46.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.46.46.46.46.46.46.1.m1.1b"><csymbol cd="latexml" id="A4.T9.46.46.46.46.46.46.1.m1.1.1.cmml" xref="A4.T9.46.46.46.46.46.46.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.46.46.46.46.46.46.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.46.46.46.46.46.46.1.m1.1d">±</annotation></semantics></math> 0.014 0.008 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.47.47.47.47.47.47.2.1.m1.1"><semantics id="A4.T9.47.47.47.47.47.47.2.1.m1.1a"><mo id="A4.T9.47.47.47.47.47.47.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.47.47.47.47.47.47.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.47.47.47.47.47.47.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.47.47.47.47.47.47.2.1.m1.1.1.cmml" xref="A4.T9.47.47.47.47.47.47.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.47.47.47.47.47.47.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.47.47.47.47.47.47.2.1.m1.1d">±</annotation></semantics></math> 0.000 0.061 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.48.48.48.48.48.48.3.m1.1"><semantics id="A4.T9.48.48.48.48.48.48.3.m1.1a"><mo id="A4.T9.48.48.48.48.48.48.3.m1.1.1" mathcolor="#000000" xref="A4.T9.48.48.48.48.48.48.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.48.48.48.48.48.48.3.m1.1b"><csymbol cd="latexml" id="A4.T9.48.48.48.48.48.48.3.m1.1.1.cmml" xref="A4.T9.48.48.48.48.48.48.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.48.48.48.48.48.48.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.48.48.48.48.48.48.3.m1.1d">±</annotation></semantics></math> 0.010 0.036 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.49.49.49.49.49.49.4.1.m1.1"><semantics id="A4.T9.49.49.49.49.49.49.4.1.m1.1a"><mo id="A4.T9.49.49.49.49.49.49.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.49.49.49.49.49.49.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.49.49.49.49.49.49.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.49.49.49.49.49.49.4.1.m1.1.1.cmml" xref="A4.T9.49.49.49.49.49.49.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.49.49.49.49.49.49.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.49.49.49.49.49.49.4.1.m1.1d">±</annotation></semantics></math> 0.003 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.50.50.50.50.50.50.5.m1.1"><semantics id="A4.T9.50.50.50.50.50.50.5.m1.1a"><mo id="A4.T9.50.50.50.50.50.50.5.m1.1.1" mathcolor="#000000" xref="A4.T9.50.50.50.50.50.50.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.50.50.50.50.50.50.5.m1.1b"><csymbol cd="latexml" id="A4.T9.50.50.50.50.50.50.5.m1.1.1.cmml" xref="A4.T9.50.50.50.50.50.50.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.50.50.50.50.50.50.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.50.50.50.50.50.50.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.51.51.51.51.51.51.6.1.m1.1"><semantics id="A4.T9.51.51.51.51.51.51.6.1.m1.1a"><mo id="A4.T9.51.51.51.51.51.51.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.51.51.51.51.51.51.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.51.51.51.51.51.51.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.51.51.51.51.51.51.6.1.m1.1.1.cmml" xref="A4.T9.51.51.51.51.51.51.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.51.51.51.51.51.51.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.51.51.51.51.51.51.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.922 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.52.52.52.52.52.52.7.m1.1"><semantics id="A4.T9.52.52.52.52.52.52.7.m1.1a"><mo id="A4.T9.52.52.52.52.52.52.7.m1.1.1" mathcolor="#000000" xref="A4.T9.52.52.52.52.52.52.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.52.52.52.52.52.52.7.m1.1b"><csymbol cd="latexml" id="A4.T9.52.52.52.52.52.52.7.m1.1.1.cmml" xref="A4.T9.52.52.52.52.52.52.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.52.52.52.52.52.52.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.52.52.52.52.52.52.7.m1.1d">±</annotation></semantics></math> 0.023 0.987 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.53.53.53.53.53.53.8.1.m1.1"><semantics id="A4.T9.53.53.53.53.53.53.8.1.m1.1a"><mo id="A4.T9.53.53.53.53.53.53.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.53.53.53.53.53.53.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.53.53.53.53.53.53.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.53.53.53.53.53.53.8.1.m1.1.1.cmml" xref="A4.T9.53.53.53.53.53.53.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.53.53.53.53.53.53.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.53.53.53.53.53.53.8.1.m1.1d">±</annotation></semantics></math> 0.000 0.971 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.54.54.54.54.54.54.9.m1.1"><semantics id="A4.T9.54.54.54.54.54.54.9.m1.1a"><mo id="A4.T9.54.54.54.54.54.54.9.m1.1.1" mathcolor="#000000" xref="A4.T9.54.54.54.54.54.54.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.54.54.54.54.54.54.9.m1.1b"><csymbol cd="latexml" id="A4.T9.54.54.54.54.54.54.9.m1.1.1.cmml" xref="A4.T9.54.54.54.54.54.54.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.54.54.54.54.54.54.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.54.54.54.54.54.54.9.m1.1d">±</annotation></semantics></math> 0.005 0.983 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.55.55.55.55.55.55.10.1.m1.1"><semantics id="A4.T9.55.55.55.55.55.55.10.1.m1.1a"><mo id="A4.T9.55.55.55.55.55.55.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.55.55.55.55.55.55.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.55.55.55.55.55.55.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.55.55.55.55.55.55.10.1.m1.1.1.cmml" xref="A4.T9.55.55.55.55.55.55.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.55.55.55.55.55.55.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.55.55.55.55.55.55.10.1.m1.1d">±</annotation></semantics></math> 0.002 0.970 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.56.56.56.56.56.56.11.m1.1"><semantics id="A4.T9.56.56.56.56.56.56.11.m1.1a"><mo id="A4.T9.56.56.56.56.56.56.11.m1.1.1" mathcolor="#000000" xref="A4.T9.56.56.56.56.56.56.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.56.56.56.56.56.56.11.m1.1b"><csymbol cd="latexml" id="A4.T9.56.56.56.56.56.56.11.m1.1.1.cmml" xref="A4.T9.56.56.56.56.56.56.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.56.56.56.56.56.56.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.56.56.56.56.56.56.11.m1.1d">±</annotation></semantics></math> 0.011 0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.57.57.57.57.57.57.12.1.m1.1"><semantics id="A4.T9.57.57.57.57.57.57.12.1.m1.1a"><mo id="A4.T9.57.57.57.57.57.57.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.57.57.57.57.57.57.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.57.57.57.57.57.57.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.57.57.57.57.57.57.12.1.m1.1.1.cmml" xref="A4.T9.57.57.57.57.57.57.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.57.57.57.57.57.57.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.57.57.57.57.57.57.12.1.m1.1d">±</annotation></semantics></math> 0.000 blabla 0.059 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.58.58.58.58.58.58.1.m1.1"><semantics id="A4.T9.58.58.58.58.58.58.1.m1.1a"><mo id="A4.T9.58.58.58.58.58.58.1.m1.1.1" mathcolor="#000000" xref="A4.T9.58.58.58.58.58.58.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.58.58.58.58.58.58.1.m1.1b"><csymbol cd="latexml" id="A4.T9.58.58.58.58.58.58.1.m1.1.1.cmml" xref="A4.T9.58.58.58.58.58.58.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.58.58.58.58.58.58.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.58.58.58.58.58.58.1.m1.1d">±</annotation></semantics></math> 0.024 0.011 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.59.59.59.59.59.59.2.1.m1.1"><semantics id="A4.T9.59.59.59.59.59.59.2.1.m1.1a"><mo id="A4.T9.59.59.59.59.59.59.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.59.59.59.59.59.59.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.59.59.59.59.59.59.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.59.59.59.59.59.59.2.1.m1.1.1.cmml" xref="A4.T9.59.59.59.59.59.59.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.59.59.59.59.59.59.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.59.59.59.59.59.59.2.1.m1.1d">±</annotation></semantics></math> 0.003 0.064 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.60.60.60.60.60.60.3.m1.1"><semantics id="A4.T9.60.60.60.60.60.60.3.m1.1a"><mo id="A4.T9.60.60.60.60.60.60.3.m1.1.1" mathcolor="#000000" xref="A4.T9.60.60.60.60.60.60.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.60.60.60.60.60.60.3.m1.1b"><csymbol cd="latexml" id="A4.T9.60.60.60.60.60.60.3.m1.1.1.cmml" xref="A4.T9.60.60.60.60.60.60.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.60.60.60.60.60.60.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.60.60.60.60.60.60.3.m1.1d">±</annotation></semantics></math> 0.029 0.029 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.61.61.61.61.61.61.4.1.m1.1"><semantics id="A4.T9.61.61.61.61.61.61.4.1.m1.1a"><mo id="A4.T9.61.61.61.61.61.61.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.61.61.61.61.61.61.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.61.61.61.61.61.61.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.61.61.61.61.61.61.4.1.m1.1.1.cmml" xref="A4.T9.61.61.61.61.61.61.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.61.61.61.61.61.61.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.61.61.61.61.61.61.4.1.m1.1d">±</annotation></semantics></math> 0.003 0.005 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.62.62.62.62.62.62.5.m1.1"><semantics id="A4.T9.62.62.62.62.62.62.5.m1.1a"><mo id="A4.T9.62.62.62.62.62.62.5.m1.1.1" mathcolor="#000000" xref="A4.T9.62.62.62.62.62.62.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.62.62.62.62.62.62.5.m1.1b"><csymbol cd="latexml" id="A4.T9.62.62.62.62.62.62.5.m1.1.1.cmml" xref="A4.T9.62.62.62.62.62.62.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.62.62.62.62.62.62.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.62.62.62.62.62.62.5.m1.1d">±</annotation></semantics></math> 0.003 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.63.63.63.63.63.63.6.1.m1.1"><semantics id="A4.T9.63.63.63.63.63.63.6.1.m1.1a"><mo id="A4.T9.63.63.63.63.63.63.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.63.63.63.63.63.63.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.63.63.63.63.63.63.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.63.63.63.63.63.63.6.1.m1.1.1.cmml" xref="A4.T9.63.63.63.63.63.63.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.63.63.63.63.63.63.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.63.63.63.63.63.63.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.935 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.64.64.64.64.64.64.7.m1.1"><semantics id="A4.T9.64.64.64.64.64.64.7.m1.1a"><mo id="A4.T9.64.64.64.64.64.64.7.m1.1.1" mathcolor="#000000" xref="A4.T9.64.64.64.64.64.64.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.64.64.64.64.64.64.7.m1.1b"><csymbol cd="latexml" id="A4.T9.64.64.64.64.64.64.7.m1.1.1.cmml" xref="A4.T9.64.64.64.64.64.64.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.64.64.64.64.64.64.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.64.64.64.64.64.64.7.m1.1d">±</annotation></semantics></math> 0.027 0.988 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.65.65.65.65.65.65.8.1.m1.1"><semantics id="A4.T9.65.65.65.65.65.65.8.1.m1.1a"><mo id="A4.T9.65.65.65.65.65.65.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.65.65.65.65.65.65.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.65.65.65.65.65.65.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.65.65.65.65.65.65.8.1.m1.1.1.cmml" xref="A4.T9.65.65.65.65.65.65.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.65.65.65.65.65.65.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.65.65.65.65.65.65.8.1.m1.1d">±</annotation></semantics></math> 0.003 0.987 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.66.66.66.66.66.66.9.m1.1"><semantics id="A4.T9.66.66.66.66.66.66.9.m1.1a"><mo id="A4.T9.66.66.66.66.66.66.9.m1.1.1" mathcolor="#000000" xref="A4.T9.66.66.66.66.66.66.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.66.66.66.66.66.66.9.m1.1b"><csymbol cd="latexml" id="A4.T9.66.66.66.66.66.66.9.m1.1.1.cmml" xref="A4.T9.66.66.66.66.66.66.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.66.66.66.66.66.66.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.66.66.66.66.66.66.9.m1.1d">±</annotation></semantics></math> 0.006 0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.67.67.67.67.67.67.10.1.m1.1"><semantics id="A4.T9.67.67.67.67.67.67.10.1.m1.1a"><mo id="A4.T9.67.67.67.67.67.67.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.67.67.67.67.67.67.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.67.67.67.67.67.67.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.67.67.67.67.67.67.10.1.m1.1.1.cmml" xref="A4.T9.67.67.67.67.67.67.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.67.67.67.67.67.67.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.67.67.67.67.67.67.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.907 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.68.68.68.68.68.68.11.m1.1"><semantics id="A4.T9.68.68.68.68.68.68.11.m1.1a"><mo id="A4.T9.68.68.68.68.68.68.11.m1.1.1" mathcolor="#000000" xref="A4.T9.68.68.68.68.68.68.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.68.68.68.68.68.68.11.m1.1b"><csymbol cd="latexml" id="A4.T9.68.68.68.68.68.68.11.m1.1.1.cmml" xref="A4.T9.68.68.68.68.68.68.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.68.68.68.68.68.68.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.68.68.68.68.68.68.11.m1.1d">±</annotation></semantics></math> 0.057 0.987 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.69.69.69.69.69.69.12.1.m1.1"><semantics id="A4.T9.69.69.69.69.69.69.12.1.m1.1a"><mo id="A4.T9.69.69.69.69.69.69.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.69.69.69.69.69.69.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.69.69.69.69.69.69.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.69.69.69.69.69.69.12.1.m1.1.1.cmml" xref="A4.T9.69.69.69.69.69.69.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.69.69.69.69.69.69.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.69.69.69.69.69.69.12.1.m1.1d">±</annotation></semantics></math> 0.003 cic_decimator 0.028 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.70.70.70.70.70.70.1.m1.1"><semantics id="A4.T9.70.70.70.70.70.70.1.m1.1a"><mo id="A4.T9.70.70.70.70.70.70.1.m1.1.1" mathcolor="#000000" xref="A4.T9.70.70.70.70.70.70.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.70.70.70.70.70.70.1.m1.1b"><csymbol cd="latexml" id="A4.T9.70.70.70.70.70.70.1.m1.1.1.cmml" xref="A4.T9.70.70.70.70.70.70.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.70.70.70.70.70.70.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.70.70.70.70.70.70.1.m1.1d">±</annotation></semantics></math> 0.012 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.71.71.71.71.71.71.2.1.m1.1"><semantics id="A4.T9.71.71.71.71.71.71.2.1.m1.1a"><mo id="A4.T9.71.71.71.71.71.71.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.71.71.71.71.71.71.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.71.71.71.71.71.71.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.71.71.71.71.71.71.2.1.m1.1.1.cmml" xref="A4.T9.71.71.71.71.71.71.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.71.71.71.71.71.71.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.71.71.71.71.71.71.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.016 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.72.72.72.72.72.72.3.m1.1"><semantics id="A4.T9.72.72.72.72.72.72.3.m1.1a"><mo id="A4.T9.72.72.72.72.72.72.3.m1.1.1" mathcolor="#000000" xref="A4.T9.72.72.72.72.72.72.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.72.72.72.72.72.72.3.m1.1b"><csymbol cd="latexml" id="A4.T9.72.72.72.72.72.72.3.m1.1.1.cmml" xref="A4.T9.72.72.72.72.72.72.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.72.72.72.72.72.72.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.72.72.72.72.72.72.3.m1.1d">±</annotation></semantics></math> 0.011 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.73.73.73.73.73.73.4.1.m1.1"><semantics id="A4.T9.73.73.73.73.73.73.4.1.m1.1a"><mo id="A4.T9.73.73.73.73.73.73.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.73.73.73.73.73.73.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.73.73.73.73.73.73.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.73.73.73.73.73.73.4.1.m1.1.1.cmml" xref="A4.T9.73.73.73.73.73.73.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.73.73.73.73.73.73.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.73.73.73.73.73.73.4.1.m1.1d">±</annotation></semantics></math> 0.000 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.74.74.74.74.74.74.5.m1.1"><semantics id="A4.T9.74.74.74.74.74.74.5.m1.1a"><mo id="A4.T9.74.74.74.74.74.74.5.m1.1.1" mathcolor="#000000" xref="A4.T9.74.74.74.74.74.74.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.74.74.74.74.74.74.5.m1.1b"><csymbol cd="latexml" id="A4.T9.74.74.74.74.74.74.5.m1.1.1.cmml" xref="A4.T9.74.74.74.74.74.74.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.74.74.74.74.74.74.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.74.74.74.74.74.74.5.m1.1d">±</annotation></semantics></math> 0.000 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.75.75.75.75.75.75.6.1.m1.1"><semantics id="A4.T9.75.75.75.75.75.75.6.1.m1.1a"><mo id="A4.T9.75.75.75.75.75.75.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.75.75.75.75.75.75.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.75.75.75.75.75.75.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.75.75.75.75.75.75.6.1.m1.1.1.cmml" xref="A4.T9.75.75.75.75.75.75.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.75.75.75.75.75.75.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.75.75.75.75.75.75.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.955 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.76.76.76.76.76.76.7.m1.1"><semantics id="A4.T9.76.76.76.76.76.76.7.m1.1a"><mo id="A4.T9.76.76.76.76.76.76.7.m1.1.1" mathcolor="#000000" xref="A4.T9.76.76.76.76.76.76.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.76.76.76.76.76.76.7.m1.1b"><csymbol cd="latexml" id="A4.T9.76.76.76.76.76.76.7.m1.1.1.cmml" xref="A4.T9.76.76.76.76.76.76.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.76.76.76.76.76.76.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.76.76.76.76.76.76.7.m1.1d">±</annotation></semantics></math> 0.019 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.77.77.77.77.77.77.8.1.m1.1"><semantics id="A4.T9.77.77.77.77.77.77.8.1.m1.1a"><mo id="A4.T9.77.77.77.77.77.77.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.77.77.77.77.77.77.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.77.77.77.77.77.77.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.77.77.77.77.77.77.8.1.m1.1.1.cmml" xref="A4.T9.77.77.77.77.77.77.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.77.77.77.77.77.77.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.77.77.77.77.77.77.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.987 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.78.78.78.78.78.78.9.m1.1"><semantics id="A4.T9.78.78.78.78.78.78.9.m1.1a"><mo id="A4.T9.78.78.78.78.78.78.9.m1.1.1" mathcolor="#000000" xref="A4.T9.78.78.78.78.78.78.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.78.78.78.78.78.78.9.m1.1b"><csymbol cd="latexml" id="A4.T9.78.78.78.78.78.78.9.m1.1.1.cmml" xref="A4.T9.78.78.78.78.78.78.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.78.78.78.78.78.78.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.78.78.78.78.78.78.9.m1.1d">±</annotation></semantics></math> 0.009 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.79.79.79.79.79.79.10.1.m1.1"><semantics id="A4.T9.79.79.79.79.79.79.10.1.m1.1a"><mo id="A4.T9.79.79.79.79.79.79.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.79.79.79.79.79.79.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.79.79.79.79.79.79.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.79.79.79.79.79.79.10.1.m1.1.1.cmml" xref="A4.T9.79.79.79.79.79.79.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.79.79.79.79.79.79.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.79.79.79.79.79.79.10.1.m1.1d">±</annotation></semantics></math> 0.000 0.976 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.80.80.80.80.80.80.11.m1.1"><semantics id="A4.T9.80.80.80.80.80.80.11.m1.1a"><mo id="A4.T9.80.80.80.80.80.80.11.m1.1.1" mathcolor="#000000" xref="A4.T9.80.80.80.80.80.80.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.80.80.80.80.80.80.11.m1.1b"><csymbol cd="latexml" id="A4.T9.80.80.80.80.80.80.11.m1.1.1.cmml" xref="A4.T9.80.80.80.80.80.80.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.80.80.80.80.80.80.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.80.80.80.80.80.80.11.m1.1d">±</annotation></semantics></math> 0.010 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.81.81.81.81.81.81.12.1.m1.1"><semantics id="A4.T9.81.81.81.81.81.81.12.1.m1.1a"><mo id="A4.T9.81.81.81.81.81.81.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.81.81.81.81.81.81.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.81.81.81.81.81.81.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.81.81.81.81.81.81.12.1.m1.1.1.cmml" xref="A4.T9.81.81.81.81.81.81.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.81.81.81.81.81.81.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.81.81.81.81.81.81.12.1.m1.1d">±</annotation></semantics></math> 0.001 des 0.058 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.82.82.82.82.82.82.1.m1.1"><semantics id="A4.T9.82.82.82.82.82.82.1.m1.1a"><mo id="A4.T9.82.82.82.82.82.82.1.m1.1.1" mathcolor="#000000" xref="A4.T9.82.82.82.82.82.82.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.82.82.82.82.82.82.1.m1.1b"><csymbol cd="latexml" id="A4.T9.82.82.82.82.82.82.1.m1.1.1.cmml" xref="A4.T9.82.82.82.82.82.82.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.82.82.82.82.82.82.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.82.82.82.82.82.82.1.m1.1d">±</annotation></semantics></math> 0.024 0.005 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.83.83.83.83.83.83.2.1.m1.1"><semantics id="A4.T9.83.83.83.83.83.83.2.1.m1.1a"><mo id="A4.T9.83.83.83.83.83.83.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.83.83.83.83.83.83.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.83.83.83.83.83.83.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.83.83.83.83.83.83.2.1.m1.1.1.cmml" xref="A4.T9.83.83.83.83.83.83.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.83.83.83.83.83.83.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.83.83.83.83.83.83.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.051 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.84.84.84.84.84.84.3.m1.1"><semantics id="A4.T9.84.84.84.84.84.84.3.m1.1a"><mo id="A4.T9.84.84.84.84.84.84.3.m1.1.1" mathcolor="#000000" xref="A4.T9.84.84.84.84.84.84.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.84.84.84.84.84.84.3.m1.1b"><csymbol cd="latexml" id="A4.T9.84.84.84.84.84.84.3.m1.1.1.cmml" xref="A4.T9.84.84.84.84.84.84.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.84.84.84.84.84.84.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.84.84.84.84.84.84.3.m1.1d">±</annotation></semantics></math> 0.011 0.023 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.85.85.85.85.85.85.4.1.m1.1"><semantics id="A4.T9.85.85.85.85.85.85.4.1.m1.1a"><mo id="A4.T9.85.85.85.85.85.85.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.85.85.85.85.85.85.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.85.85.85.85.85.85.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.85.85.85.85.85.85.4.1.m1.1.1.cmml" xref="A4.T9.85.85.85.85.85.85.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.85.85.85.85.85.85.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.85.85.85.85.85.85.4.1.m1.1d">±</annotation></semantics></math> 0.001 0.003 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.86.86.86.86.86.86.5.m1.1"><semantics id="A4.T9.86.86.86.86.86.86.5.m1.1a"><mo id="A4.T9.86.86.86.86.86.86.5.m1.1.1" mathcolor="#000000" xref="A4.T9.86.86.86.86.86.86.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.86.86.86.86.86.86.5.m1.1b"><csymbol cd="latexml" id="A4.T9.86.86.86.86.86.86.5.m1.1.1.cmml" xref="A4.T9.86.86.86.86.86.86.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.86.86.86.86.86.86.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.86.86.86.86.86.86.5.m1.1d">±</annotation></semantics></math> 0.002 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.87.87.87.87.87.87.6.1.m1.1"><semantics id="A4.T9.87.87.87.87.87.87.6.1.m1.1a"><mo id="A4.T9.87.87.87.87.87.87.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.87.87.87.87.87.87.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.87.87.87.87.87.87.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.87.87.87.87.87.87.6.1.m1.1.1.cmml" xref="A4.T9.87.87.87.87.87.87.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.87.87.87.87.87.87.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.87.87.87.87.87.87.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.919 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.88.88.88.88.88.88.7.m1.1"><semantics id="A4.T9.88.88.88.88.88.88.7.m1.1a"><mo id="A4.T9.88.88.88.88.88.88.7.m1.1.1" mathcolor="#000000" xref="A4.T9.88.88.88.88.88.88.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.88.88.88.88.88.88.7.m1.1b"><csymbol cd="latexml" id="A4.T9.88.88.88.88.88.88.7.m1.1.1.cmml" xref="A4.T9.88.88.88.88.88.88.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.88.88.88.88.88.88.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.88.88.88.88.88.88.7.m1.1d">±</annotation></semantics></math> 0.034 0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.89.89.89.89.89.89.8.1.m1.1"><semantics id="A4.T9.89.89.89.89.89.89.8.1.m1.1a"><mo id="A4.T9.89.89.89.89.89.89.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.89.89.89.89.89.89.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.89.89.89.89.89.89.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.89.89.89.89.89.89.8.1.m1.1.1.cmml" xref="A4.T9.89.89.89.89.89.89.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.89.89.89.89.89.89.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.89.89.89.89.89.89.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.976 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.90.90.90.90.90.90.9.m1.1"><semantics id="A4.T9.90.90.90.90.90.90.9.m1.1a"><mo id="A4.T9.90.90.90.90.90.90.9.m1.1.1" mathcolor="#000000" xref="A4.T9.90.90.90.90.90.90.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.90.90.90.90.90.90.9.m1.1b"><csymbol cd="latexml" id="A4.T9.90.90.90.90.90.90.9.m1.1.1.cmml" xref="A4.T9.90.90.90.90.90.90.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.90.90.90.90.90.90.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.90.90.90.90.90.90.9.m1.1d">±</annotation></semantics></math> 0.005 0.989 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.91.91.91.91.91.91.10.1.m1.1"><semantics id="A4.T9.91.91.91.91.91.91.10.1.m1.1a"><mo id="A4.T9.91.91.91.91.91.91.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.91.91.91.91.91.91.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.91.91.91.91.91.91.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.91.91.91.91.91.91.10.1.m1.1.1.cmml" xref="A4.T9.91.91.91.91.91.91.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.91.91.91.91.91.91.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.91.91.91.91.91.91.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.978 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.92.92.92.92.92.92.11.m1.1"><semantics id="A4.T9.92.92.92.92.92.92.11.m1.1a"><mo id="A4.T9.92.92.92.92.92.92.11.m1.1.1" mathcolor="#000000" xref="A4.T9.92.92.92.92.92.92.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.92.92.92.92.92.92.11.m1.1b"><csymbol cd="latexml" id="A4.T9.92.92.92.92.92.92.11.m1.1.1.cmml" xref="A4.T9.92.92.92.92.92.92.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.92.92.92.92.92.92.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.92.92.92.92.92.92.11.m1.1d">±</annotation></semantics></math> 0.015 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.93.93.93.93.93.93.12.1.m1.1"><semantics id="A4.T9.93.93.93.93.93.93.12.1.m1.1a"><mo id="A4.T9.93.93.93.93.93.93.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.93.93.93.93.93.93.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.93.93.93.93.93.93.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.93.93.93.93.93.93.12.1.m1.1.1.cmml" xref="A4.T9.93.93.93.93.93.93.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.93.93.93.93.93.93.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.93.93.93.93.93.93.12.1.m1.1d">±</annotation></semantics></math> 0.001 genericfir 0.018 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.94.94.94.94.94.94.1.m1.1"><semantics id="A4.T9.94.94.94.94.94.94.1.m1.1a"><mo id="A4.T9.94.94.94.94.94.94.1.m1.1.1" mathcolor="#000000" xref="A4.T9.94.94.94.94.94.94.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.94.94.94.94.94.94.1.m1.1b"><csymbol cd="latexml" id="A4.T9.94.94.94.94.94.94.1.m1.1.1.cmml" xref="A4.T9.94.94.94.94.94.94.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.94.94.94.94.94.94.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.94.94.94.94.94.94.1.m1.1d">±</annotation></semantics></math> 0.006 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.95.95.95.95.95.95.2.1.m1.1"><semantics id="A4.T9.95.95.95.95.95.95.2.1.m1.1a"><mo id="A4.T9.95.95.95.95.95.95.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.95.95.95.95.95.95.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.95.95.95.95.95.95.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.95.95.95.95.95.95.2.1.m1.1.1.cmml" xref="A4.T9.95.95.95.95.95.95.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.95.95.95.95.95.95.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.95.95.95.95.95.95.2.1.m1.1d">±</annotation></semantics></math> 0.000 0.029 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.96.96.96.96.96.96.3.m1.1"><semantics id="A4.T9.96.96.96.96.96.96.3.m1.1a"><mo id="A4.T9.96.96.96.96.96.96.3.m1.1.1" mathcolor="#000000" xref="A4.T9.96.96.96.96.96.96.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.96.96.96.96.96.96.3.m1.1b"><csymbol cd="latexml" id="A4.T9.96.96.96.96.96.96.3.m1.1.1.cmml" xref="A4.T9.96.96.96.96.96.96.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.96.96.96.96.96.96.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.96.96.96.96.96.96.3.m1.1d">±</annotation></semantics></math> 0.007 0.018 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.97.97.97.97.97.97.4.1.m1.1"><semantics id="A4.T9.97.97.97.97.97.97.4.1.m1.1a"><mo id="A4.T9.97.97.97.97.97.97.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.97.97.97.97.97.97.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.97.97.97.97.97.97.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.97.97.97.97.97.97.4.1.m1.1.1.cmml" xref="A4.T9.97.97.97.97.97.97.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.97.97.97.97.97.97.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.97.97.97.97.97.97.4.1.m1.1d">±</annotation></semantics></math> 0.002 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.98.98.98.98.98.98.5.m1.1"><semantics id="A4.T9.98.98.98.98.98.98.5.m1.1a"><mo id="A4.T9.98.98.98.98.98.98.5.m1.1.1" mathcolor="#000000" xref="A4.T9.98.98.98.98.98.98.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.98.98.98.98.98.98.5.m1.1b"><csymbol cd="latexml" id="A4.T9.98.98.98.98.98.98.5.m1.1.1.cmml" xref="A4.T9.98.98.98.98.98.98.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.98.98.98.98.98.98.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.98.98.98.98.98.98.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.99.99.99.99.99.99.6.1.m1.1"><semantics id="A4.T9.99.99.99.99.99.99.6.1.m1.1a"><mo id="A4.T9.99.99.99.99.99.99.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.99.99.99.99.99.99.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.99.99.99.99.99.99.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.99.99.99.99.99.99.6.1.m1.1.1.cmml" xref="A4.T9.99.99.99.99.99.99.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.99.99.99.99.99.99.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.99.99.99.99.99.99.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.966 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.100.100.100.100.100.100.7.m1.1"><semantics id="A4.T9.100.100.100.100.100.100.7.m1.1a"><mo id="A4.T9.100.100.100.100.100.100.7.m1.1.1" mathcolor="#000000" xref="A4.T9.100.100.100.100.100.100.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.100.100.100.100.100.100.7.m1.1b"><csymbol cd="latexml" id="A4.T9.100.100.100.100.100.100.7.m1.1.1.cmml" xref="A4.T9.100.100.100.100.100.100.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.100.100.100.100.100.100.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.100.100.100.100.100.100.7.m1.1d">±</annotation></semantics></math> 0.012 0.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.101.101.101.101.101.101.8.1.m1.1"><semantics id="A4.T9.101.101.101.101.101.101.8.1.m1.1a"><mo id="A4.T9.101.101.101.101.101.101.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.101.101.101.101.101.101.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.101.101.101.101.101.101.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.101.101.101.101.101.101.8.1.m1.1.1.cmml" xref="A4.T9.101.101.101.101.101.101.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.101.101.101.101.101.101.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.101.101.101.101.101.101.8.1.m1.1d">±</annotation></semantics></math> 0.000 0.976 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.102.102.102.102.102.102.9.m1.1"><semantics id="A4.T9.102.102.102.102.102.102.9.m1.1a"><mo id="A4.T9.102.102.102.102.102.102.9.m1.1.1" mathcolor="#000000" xref="A4.T9.102.102.102.102.102.102.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.102.102.102.102.102.102.9.m1.1b"><csymbol cd="latexml" id="A4.T9.102.102.102.102.102.102.9.m1.1.1.cmml" xref="A4.T9.102.102.102.102.102.102.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.102.102.102.102.102.102.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.102.102.102.102.102.102.9.m1.1d">±</annotation></semantics></math> 0.006 0.986 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.103.103.103.103.103.103.10.1.m1.1"><semantics id="A4.T9.103.103.103.103.103.103.10.1.m1.1a"><mo id="A4.T9.103.103.103.103.103.103.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.103.103.103.103.103.103.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.103.103.103.103.103.103.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.103.103.103.103.103.103.10.1.m1.1.1.cmml" xref="A4.T9.103.103.103.103.103.103.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.103.103.103.103.103.103.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.103.103.103.103.103.103.10.1.m1.1d">±</annotation></semantics></math> 0.002 0.960 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.104.104.104.104.104.104.11.m1.1"><semantics id="A4.T9.104.104.104.104.104.104.11.m1.1a"><mo id="A4.T9.104.104.104.104.104.104.11.m1.1.1" mathcolor="#000000" xref="A4.T9.104.104.104.104.104.104.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.104.104.104.104.104.104.11.m1.1b"><csymbol cd="latexml" id="A4.T9.104.104.104.104.104.104.11.m1.1.1.cmml" xref="A4.T9.104.104.104.104.104.104.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.104.104.104.104.104.104.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.104.104.104.104.104.104.11.m1.1d">±</annotation></semantics></math> 0.022 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.105.105.105.105.105.105.12.1.m1.1"><semantics id="A4.T9.105.105.105.105.105.105.12.1.m1.1a"><mo id="A4.T9.105.105.105.105.105.105.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.105.105.105.105.105.105.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.105.105.105.105.105.105.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.105.105.105.105.105.105.12.1.m1.1.1.cmml" xref="A4.T9.105.105.105.105.105.105.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.105.105.105.105.105.105.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.105.105.105.105.105.105.12.1.m1.1d">±</annotation></semantics></math> 0.001 picorv32a 0.093 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.106.106.106.106.106.106.1.m1.1"><semantics id="A4.T9.106.106.106.106.106.106.1.m1.1a"><mo id="A4.T9.106.106.106.106.106.106.1.m1.1.1" mathcolor="#000000" xref="A4.T9.106.106.106.106.106.106.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.106.106.106.106.106.106.1.m1.1b"><csymbol cd="latexml" id="A4.T9.106.106.106.106.106.106.1.m1.1.1.cmml" xref="A4.T9.106.106.106.106.106.106.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.106.106.106.106.106.106.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.106.106.106.106.106.106.1.m1.1d">±</annotation></semantics></math> 0.014 0.062 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.107.107.107.107.107.107.2.1.m1.1"><semantics id="A4.T9.107.107.107.107.107.107.2.1.m1.1a"><mo id="A4.T9.107.107.107.107.107.107.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.107.107.107.107.107.107.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.107.107.107.107.107.107.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.107.107.107.107.107.107.2.1.m1.1.1.cmml" xref="A4.T9.107.107.107.107.107.107.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.107.107.107.107.107.107.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.107.107.107.107.107.107.2.1.m1.1d">±</annotation></semantics></math> 0.002 0.051 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.108.108.108.108.108.108.3.m1.1"><semantics id="A4.T9.108.108.108.108.108.108.3.m1.1a"><mo id="A4.T9.108.108.108.108.108.108.3.m1.1.1" mathcolor="#000000" xref="A4.T9.108.108.108.108.108.108.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.108.108.108.108.108.108.3.m1.1b"><csymbol cd="latexml" id="A4.T9.108.108.108.108.108.108.3.m1.1.1.cmml" xref="A4.T9.108.108.108.108.108.108.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.108.108.108.108.108.108.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.108.108.108.108.108.108.3.m1.1d">±</annotation></semantics></math> 0.015 0.025 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.109.109.109.109.109.109.4.1.m1.1"><semantics id="A4.T9.109.109.109.109.109.109.4.1.m1.1a"><mo id="A4.T9.109.109.109.109.109.109.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.109.109.109.109.109.109.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.109.109.109.109.109.109.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.109.109.109.109.109.109.4.1.m1.1.1.cmml" xref="A4.T9.109.109.109.109.109.109.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.109.109.109.109.109.109.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.109.109.109.109.109.109.4.1.m1.1d">±</annotation></semantics></math> 0.003 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.110.110.110.110.110.110.5.m1.1"><semantics id="A4.T9.110.110.110.110.110.110.5.m1.1a"><mo id="A4.T9.110.110.110.110.110.110.5.m1.1.1" mathcolor="#000000" xref="A4.T9.110.110.110.110.110.110.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.110.110.110.110.110.110.5.m1.1b"><csymbol cd="latexml" id="A4.T9.110.110.110.110.110.110.5.m1.1.1.cmml" xref="A4.T9.110.110.110.110.110.110.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.110.110.110.110.110.110.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.110.110.110.110.110.110.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.111.111.111.111.111.111.6.1.m1.1"><semantics id="A4.T9.111.111.111.111.111.111.6.1.m1.1a"><mo id="A4.T9.111.111.111.111.111.111.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.111.111.111.111.111.111.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.111.111.111.111.111.111.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.111.111.111.111.111.111.6.1.m1.1.1.cmml" xref="A4.T9.111.111.111.111.111.111.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.111.111.111.111.111.111.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.111.111.111.111.111.111.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.879 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.112.112.112.112.112.112.7.m1.1"><semantics id="A4.T9.112.112.112.112.112.112.7.m1.1a"><mo id="A4.T9.112.112.112.112.112.112.7.m1.1.1" mathcolor="#000000" xref="A4.T9.112.112.112.112.112.112.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.112.112.112.112.112.112.7.m1.1b"><csymbol cd="latexml" id="A4.T9.112.112.112.112.112.112.7.m1.1.1.cmml" xref="A4.T9.112.112.112.112.112.112.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.112.112.112.112.112.112.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.112.112.112.112.112.112.7.m1.1d">±</annotation></semantics></math> 0.019 0.920 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.113.113.113.113.113.113.8.1.m1.1"><semantics id="A4.T9.113.113.113.113.113.113.8.1.m1.1a"><mo id="A4.T9.113.113.113.113.113.113.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.113.113.113.113.113.113.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.113.113.113.113.113.113.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.113.113.113.113.113.113.8.1.m1.1.1.cmml" xref="A4.T9.113.113.113.113.113.113.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.113.113.113.113.113.113.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.113.113.113.113.113.113.8.1.m1.1d">±</annotation></semantics></math> 0.003 0.982 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.114.114.114.114.114.114.9.m1.1"><semantics id="A4.T9.114.114.114.114.114.114.9.m1.1a"><mo id="A4.T9.114.114.114.114.114.114.9.m1.1.1" mathcolor="#000000" xref="A4.T9.114.114.114.114.114.114.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.114.114.114.114.114.114.9.m1.1b"><csymbol cd="latexml" id="A4.T9.114.114.114.114.114.114.9.m1.1.1.cmml" xref="A4.T9.114.114.114.114.114.114.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.114.114.114.114.114.114.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.114.114.114.114.114.114.9.m1.1d">±</annotation></semantics></math> 0.005 0.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.115.115.115.115.115.115.10.1.m1.1"><semantics id="A4.T9.115.115.115.115.115.115.10.1.m1.1a"><mo id="A4.T9.115.115.115.115.115.115.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.115.115.115.115.115.115.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.115.115.115.115.115.115.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.115.115.115.115.115.115.10.1.m1.1.1.cmml" xref="A4.T9.115.115.115.115.115.115.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.115.115.115.115.115.115.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.115.115.115.115.115.115.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.964 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.116.116.116.116.116.116.11.m1.1"><semantics id="A4.T9.116.116.116.116.116.116.11.m1.1a"><mo id="A4.T9.116.116.116.116.116.116.11.m1.1.1" mathcolor="#000000" xref="A4.T9.116.116.116.116.116.116.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.116.116.116.116.116.116.11.m1.1b"><csymbol cd="latexml" id="A4.T9.116.116.116.116.116.116.11.m1.1.1.cmml" xref="A4.T9.116.116.116.116.116.116.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.116.116.116.116.116.116.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.116.116.116.116.116.116.11.m1.1d">±</annotation></semantics></math> 0.014 0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.117.117.117.117.117.117.12.1.m1.1"><semantics id="A4.T9.117.117.117.117.117.117.12.1.m1.1a"><mo id="A4.T9.117.117.117.117.117.117.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.117.117.117.117.117.117.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.117.117.117.117.117.117.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.117.117.117.117.117.117.12.1.m1.1.1.cmml" xref="A4.T9.117.117.117.117.117.117.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.117.117.117.117.117.117.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.117.117.117.117.117.117.12.1.m1.1d">±</annotation></semantics></math> 0.002 salsa20 0.043 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.118.118.118.118.118.118.1.m1.1"><semantics id="A4.T9.118.118.118.118.118.118.1.m1.1a"><mo id="A4.T9.118.118.118.118.118.118.1.m1.1.1" mathcolor="#000000" xref="A4.T9.118.118.118.118.118.118.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.118.118.118.118.118.118.1.m1.1b"><csymbol cd="latexml" id="A4.T9.118.118.118.118.118.118.1.m1.1.1.cmml" xref="A4.T9.118.118.118.118.118.118.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.118.118.118.118.118.118.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.118.118.118.118.118.118.1.m1.1d">±</annotation></semantics></math> 0.012 0.007 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.119.119.119.119.119.119.2.1.m1.1"><semantics id="A4.T9.119.119.119.119.119.119.2.1.m1.1a"><mo id="A4.T9.119.119.119.119.119.119.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.119.119.119.119.119.119.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.119.119.119.119.119.119.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.119.119.119.119.119.119.2.1.m1.1.1.cmml" xref="A4.T9.119.119.119.119.119.119.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.119.119.119.119.119.119.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.119.119.119.119.119.119.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.054 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.120.120.120.120.120.120.3.m1.1"><semantics id="A4.T9.120.120.120.120.120.120.3.m1.1a"><mo id="A4.T9.120.120.120.120.120.120.3.m1.1.1" mathcolor="#000000" xref="A4.T9.120.120.120.120.120.120.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.120.120.120.120.120.120.3.m1.1b"><csymbol cd="latexml" id="A4.T9.120.120.120.120.120.120.3.m1.1.1.cmml" xref="A4.T9.120.120.120.120.120.120.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.120.120.120.120.120.120.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.120.120.120.120.120.120.3.m1.1d">±</annotation></semantics></math> 0.013 0.030 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.121.121.121.121.121.121.4.1.m1.1"><semantics id="A4.T9.121.121.121.121.121.121.4.1.m1.1a"><mo id="A4.T9.121.121.121.121.121.121.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.121.121.121.121.121.121.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.121.121.121.121.121.121.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.121.121.121.121.121.121.4.1.m1.1.1.cmml" xref="A4.T9.121.121.121.121.121.121.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.121.121.121.121.121.121.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.121.121.121.121.121.121.4.1.m1.1d">±</annotation></semantics></math> 0.002 0.003 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.122.122.122.122.122.122.5.m1.1"><semantics id="A4.T9.122.122.122.122.122.122.5.m1.1a"><mo id="A4.T9.122.122.122.122.122.122.5.m1.1.1" mathcolor="#000000" xref="A4.T9.122.122.122.122.122.122.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.122.122.122.122.122.122.5.m1.1b"><csymbol cd="latexml" id="A4.T9.122.122.122.122.122.122.5.m1.1.1.cmml" xref="A4.T9.122.122.122.122.122.122.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.122.122.122.122.122.122.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.122.122.122.122.122.122.5.m1.1d">±</annotation></semantics></math> 0.002 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.123.123.123.123.123.123.6.1.m1.1"><semantics id="A4.T9.123.123.123.123.123.123.6.1.m1.1a"><mo id="A4.T9.123.123.123.123.123.123.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.123.123.123.123.123.123.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.123.123.123.123.123.123.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.123.123.123.123.123.123.6.1.m1.1.1.cmml" xref="A4.T9.123.123.123.123.123.123.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.123.123.123.123.123.123.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.123.123.123.123.123.123.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.936 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.124.124.124.124.124.124.7.m1.1"><semantics id="A4.T9.124.124.124.124.124.124.7.m1.1a"><mo id="A4.T9.124.124.124.124.124.124.7.m1.1.1" mathcolor="#000000" xref="A4.T9.124.124.124.124.124.124.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.124.124.124.124.124.124.7.m1.1b"><csymbol cd="latexml" id="A4.T9.124.124.124.124.124.124.7.m1.1.1.cmml" xref="A4.T9.124.124.124.124.124.124.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.124.124.124.124.124.124.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.124.124.124.124.124.124.7.m1.1d">±</annotation></semantics></math> 0.018 0.989 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.125.125.125.125.125.125.8.1.m1.1"><semantics id="A4.T9.125.125.125.125.125.125.8.1.m1.1a"><mo id="A4.T9.125.125.125.125.125.125.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.125.125.125.125.125.125.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.125.125.125.125.125.125.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.125.125.125.125.125.125.8.1.m1.1.1.cmml" xref="A4.T9.125.125.125.125.125.125.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.125.125.125.125.125.125.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.125.125.125.125.125.125.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.983 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.126.126.126.126.126.126.9.m1.1"><semantics id="A4.T9.126.126.126.126.126.126.9.m1.1a"><mo id="A4.T9.126.126.126.126.126.126.9.m1.1.1" mathcolor="#000000" xref="A4.T9.126.126.126.126.126.126.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.126.126.126.126.126.126.9.m1.1b"><csymbol cd="latexml" id="A4.T9.126.126.126.126.126.126.9.m1.1.1.cmml" xref="A4.T9.126.126.126.126.126.126.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.126.126.126.126.126.126.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.126.126.126.126.126.126.9.m1.1d">±</annotation></semantics></math> 0.004 0.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.127.127.127.127.127.127.10.1.m1.1"><semantics id="A4.T9.127.127.127.127.127.127.10.1.m1.1a"><mo id="A4.T9.127.127.127.127.127.127.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.127.127.127.127.127.127.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.127.127.127.127.127.127.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.127.127.127.127.127.127.10.1.m1.1.1.cmml" xref="A4.T9.127.127.127.127.127.127.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.127.127.127.127.127.127.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.127.127.127.127.127.127.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.938 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.128.128.128.128.128.128.11.m1.1"><semantics id="A4.T9.128.128.128.128.128.128.11.m1.1a"><mo id="A4.T9.128.128.128.128.128.128.11.m1.1.1" mathcolor="#000000" xref="A4.T9.128.128.128.128.128.128.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.128.128.128.128.128.128.11.m1.1b"><csymbol cd="latexml" id="A4.T9.128.128.128.128.128.128.11.m1.1.1.cmml" xref="A4.T9.128.128.128.128.128.128.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.128.128.128.128.128.128.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.128.128.128.128.128.128.11.m1.1d">±</annotation></semantics></math> 0.028 0.992 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.129.129.129.129.129.129.12.1.m1.1"><semantics id="A4.T9.129.129.129.129.129.129.12.1.m1.1a"><mo id="A4.T9.129.129.129.129.129.129.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.129.129.129.129.129.129.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.129.129.129.129.129.129.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.129.129.129.129.129.129.12.1.m1.1.1.cmml" xref="A4.T9.129.129.129.129.129.129.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.129.129.129.129.129.129.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.129.129.129.129.129.129.12.1.m1.1d">±</annotation></semantics></math> 0.002 usb 0.033 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.130.130.130.130.130.130.1.m1.1"><semantics id="A4.T9.130.130.130.130.130.130.1.m1.1a"><mo id="A4.T9.130.130.130.130.130.130.1.m1.1.1" mathcolor="#000000" xref="A4.T9.130.130.130.130.130.130.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.130.130.130.130.130.130.1.m1.1b"><csymbol cd="latexml" id="A4.T9.130.130.130.130.130.130.1.m1.1.1.cmml" xref="A4.T9.130.130.130.130.130.130.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.130.130.130.130.130.130.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.130.130.130.130.130.130.1.m1.1d">±</annotation></semantics></math> 0.016 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.131.131.131.131.131.131.2.1.m1.1"><semantics id="A4.T9.131.131.131.131.131.131.2.1.m1.1a"><mo id="A4.T9.131.131.131.131.131.131.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.131.131.131.131.131.131.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.131.131.131.131.131.131.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.131.131.131.131.131.131.2.1.m1.1.1.cmml" xref="A4.T9.131.131.131.131.131.131.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.131.131.131.131.131.131.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.131.131.131.131.131.131.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.020 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.132.132.132.132.132.132.3.m1.1"><semantics id="A4.T9.132.132.132.132.132.132.3.m1.1a"><mo id="A4.T9.132.132.132.132.132.132.3.m1.1.1" mathcolor="#000000" xref="A4.T9.132.132.132.132.132.132.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.132.132.132.132.132.132.3.m1.1b"><csymbol cd="latexml" id="A4.T9.132.132.132.132.132.132.3.m1.1.1.cmml" xref="A4.T9.132.132.132.132.132.132.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.132.132.132.132.132.132.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.132.132.132.132.132.132.3.m1.1d">±</annotation></semantics></math> 0.014 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.133.133.133.133.133.133.4.1.m1.1"><semantics id="A4.T9.133.133.133.133.133.133.4.1.m1.1a"><mo id="A4.T9.133.133.133.133.133.133.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.133.133.133.133.133.133.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.133.133.133.133.133.133.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.133.133.133.133.133.133.4.1.m1.1.1.cmml" xref="A4.T9.133.133.133.133.133.133.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.133.133.133.133.133.133.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.133.133.133.133.133.133.4.1.m1.1d">±</annotation></semantics></math> 0.000 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.134.134.134.134.134.134.5.m1.1"><semantics id="A4.T9.134.134.134.134.134.134.5.m1.1a"><mo id="A4.T9.134.134.134.134.134.134.5.m1.1.1" mathcolor="#000000" xref="A4.T9.134.134.134.134.134.134.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.134.134.134.134.134.134.5.m1.1b"><csymbol cd="latexml" id="A4.T9.134.134.134.134.134.134.5.m1.1.1.cmml" xref="A4.T9.134.134.134.134.134.134.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.134.134.134.134.134.134.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.134.134.134.134.134.134.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.135.135.135.135.135.135.6.1.m1.1"><semantics id="A4.T9.135.135.135.135.135.135.6.1.m1.1a"><mo id="A4.T9.135.135.135.135.135.135.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.135.135.135.135.135.135.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.135.135.135.135.135.135.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.135.135.135.135.135.135.6.1.m1.1.1.cmml" xref="A4.T9.135.135.135.135.135.135.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.135.135.135.135.135.135.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.135.135.135.135.135.135.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.956 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.136.136.136.136.136.136.7.m1.1"><semantics id="A4.T9.136.136.136.136.136.136.7.m1.1a"><mo id="A4.T9.136.136.136.136.136.136.7.m1.1.1" mathcolor="#000000" xref="A4.T9.136.136.136.136.136.136.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.136.136.136.136.136.136.7.m1.1b"><csymbol cd="latexml" id="A4.T9.136.136.136.136.136.136.7.m1.1.1.cmml" xref="A4.T9.136.136.136.136.136.136.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.136.136.136.136.136.136.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.136.136.136.136.136.136.7.m1.1d">±</annotation></semantics></math> 0.022 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.137.137.137.137.137.137.8.1.m1.1"><semantics id="A4.T9.137.137.137.137.137.137.8.1.m1.1a"><mo id="A4.T9.137.137.137.137.137.137.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.137.137.137.137.137.137.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.137.137.137.137.137.137.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.137.137.137.137.137.137.8.1.m1.1.1.cmml" xref="A4.T9.137.137.137.137.137.137.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.137.137.137.137.137.137.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.137.137.137.137.137.137.8.1.m1.1d">±</annotation></semantics></math> 0.001 0.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.138.138.138.138.138.138.9.m1.1"><semantics id="A4.T9.138.138.138.138.138.138.9.m1.1a"><mo id="A4.T9.138.138.138.138.138.138.9.m1.1.1" mathcolor="#000000" xref="A4.T9.138.138.138.138.138.138.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.138.138.138.138.138.138.9.m1.1b"><csymbol cd="latexml" id="A4.T9.138.138.138.138.138.138.9.m1.1.1.cmml" xref="A4.T9.138.138.138.138.138.138.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.138.138.138.138.138.138.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.138.138.138.138.138.138.9.m1.1d">±</annotation></semantics></math> 0.007 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.139.139.139.139.139.139.10.1.m1.1"><semantics id="A4.T9.139.139.139.139.139.139.10.1.m1.1a"><mo id="A4.T9.139.139.139.139.139.139.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.139.139.139.139.139.139.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.139.139.139.139.139.139.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.139.139.139.139.139.139.10.1.m1.1.1.cmml" xref="A4.T9.139.139.139.139.139.139.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.139.139.139.139.139.139.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.139.139.139.139.139.139.10.1.m1.1d">±</annotation></semantics></math> 0.000 0.979 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.140.140.140.140.140.140.11.m1.1"><semantics id="A4.T9.140.140.140.140.140.140.11.m1.1a"><mo id="A4.T9.140.140.140.140.140.140.11.m1.1.1" mathcolor="#000000" xref="A4.T9.140.140.140.140.140.140.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.140.140.140.140.140.140.11.m1.1b"><csymbol cd="latexml" id="A4.T9.140.140.140.140.140.140.11.m1.1.1.cmml" xref="A4.T9.140.140.140.140.140.140.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.140.140.140.140.140.140.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.140.140.140.140.140.140.11.m1.1d">±</annotation></semantics></math> 0.013 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.141.141.141.141.141.141.12.1.m1.1"><semantics id="A4.T9.141.141.141.141.141.141.12.1.m1.1a"><mo id="A4.T9.141.141.141.141.141.141.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.141.141.141.141.141.141.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.141.141.141.141.141.141.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.141.141.141.141.141.141.12.1.m1.1.1.cmml" xref="A4.T9.141.141.141.141.141.141.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.141.141.141.141.141.141.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.141.141.141.141.141.141.12.1.m1.1d">±</annotation></semantics></math> 0.001 usb_cdc_core 0.070 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.142.142.142.142.142.142.1.m1.1"><semantics id="A4.T9.142.142.142.142.142.142.1.m1.1a"><mo id="A4.T9.142.142.142.142.142.142.1.m1.1.1" mathcolor="#000000" xref="A4.T9.142.142.142.142.142.142.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.142.142.142.142.142.142.1.m1.1b"><csymbol cd="latexml" id="A4.T9.142.142.142.142.142.142.1.m1.1.1.cmml" xref="A4.T9.142.142.142.142.142.142.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.142.142.142.142.142.142.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.142.142.142.142.142.142.1.m1.1d">±</annotation></semantics></math> 0.011 0.045 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.143.143.143.143.143.143.2.1.m1.1"><semantics id="A4.T9.143.143.143.143.143.143.2.1.m1.1a"><mo id="A4.T9.143.143.143.143.143.143.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.143.143.143.143.143.143.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.143.143.143.143.143.143.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.143.143.143.143.143.143.2.1.m1.1.1.cmml" xref="A4.T9.143.143.143.143.143.143.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.143.143.143.143.143.143.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.143.143.143.143.143.143.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.022 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.144.144.144.144.144.144.3.m1.1"><semantics id="A4.T9.144.144.144.144.144.144.3.m1.1a"><mo id="A4.T9.144.144.144.144.144.144.3.m1.1.1" mathcolor="#000000" xref="A4.T9.144.144.144.144.144.144.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.144.144.144.144.144.144.3.m1.1b"><csymbol cd="latexml" id="A4.T9.144.144.144.144.144.144.3.m1.1.1.cmml" xref="A4.T9.144.144.144.144.144.144.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.144.144.144.144.144.144.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.144.144.144.144.144.144.3.m1.1d">±</annotation></semantics></math> 0.010 0.008 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.145.145.145.145.145.145.4.1.m1.1"><semantics id="A4.T9.145.145.145.145.145.145.4.1.m1.1a"><mo id="A4.T9.145.145.145.145.145.145.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.145.145.145.145.145.145.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.145.145.145.145.145.145.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.145.145.145.145.145.145.4.1.m1.1.1.cmml" xref="A4.T9.145.145.145.145.145.145.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.145.145.145.145.145.145.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.145.145.145.145.145.145.4.1.m1.1d">±</annotation></semantics></math> 0.001 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.146.146.146.146.146.146.5.m1.1"><semantics id="A4.T9.146.146.146.146.146.146.5.m1.1a"><mo id="A4.T9.146.146.146.146.146.146.5.m1.1.1" mathcolor="#000000" xref="A4.T9.146.146.146.146.146.146.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.146.146.146.146.146.146.5.m1.1b"><csymbol cd="latexml" id="A4.T9.146.146.146.146.146.146.5.m1.1.1.cmml" xref="A4.T9.146.146.146.146.146.146.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.146.146.146.146.146.146.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.146.146.146.146.146.146.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.147.147.147.147.147.147.6.1.m1.1"><semantics id="A4.T9.147.147.147.147.147.147.6.1.m1.1a"><mo id="A4.T9.147.147.147.147.147.147.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.147.147.147.147.147.147.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.147.147.147.147.147.147.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.147.147.147.147.147.147.6.1.m1.1.1.cmml" xref="A4.T9.147.147.147.147.147.147.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.147.147.147.147.147.147.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.147.147.147.147.147.147.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.882 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.148.148.148.148.148.148.7.m1.1"><semantics id="A4.T9.148.148.148.148.148.148.7.m1.1a"><mo id="A4.T9.148.148.148.148.148.148.7.m1.1.1" mathcolor="#000000" xref="A4.T9.148.148.148.148.148.148.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.148.148.148.148.148.148.7.m1.1b"><csymbol cd="latexml" id="A4.T9.148.148.148.148.148.148.7.m1.1.1.cmml" xref="A4.T9.148.148.148.148.148.148.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.148.148.148.148.148.148.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.148.148.148.148.148.148.7.m1.1d">±</annotation></semantics></math> 0.018 0.925 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.149.149.149.149.149.149.8.1.m1.1"><semantics id="A4.T9.149.149.149.149.149.149.8.1.m1.1a"><mo id="A4.T9.149.149.149.149.149.149.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.149.149.149.149.149.149.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.149.149.149.149.149.149.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.149.149.149.149.149.149.8.1.m1.1.1.cmml" xref="A4.T9.149.149.149.149.149.149.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.149.149.149.149.149.149.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.149.149.149.149.149.149.8.1.m1.1d">±</annotation></semantics></math> 0.001 0.982 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.150.150.150.150.150.150.9.m1.1"><semantics id="A4.T9.150.150.150.150.150.150.9.m1.1a"><mo id="A4.T9.150.150.150.150.150.150.9.m1.1.1" mathcolor="#000000" xref="A4.T9.150.150.150.150.150.150.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.150.150.150.150.150.150.9.m1.1b"><csymbol cd="latexml" id="A4.T9.150.150.150.150.150.150.9.m1.1.1.cmml" xref="A4.T9.150.150.150.150.150.150.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.150.150.150.150.150.150.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.150.150.150.150.150.150.9.m1.1d">±</annotation></semantics></math> 0.009 0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.151.151.151.151.151.151.10.1.m1.1"><semantics id="A4.T9.151.151.151.151.151.151.10.1.m1.1a"><mo id="A4.T9.151.151.151.151.151.151.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.151.151.151.151.151.151.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.151.151.151.151.151.151.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.151.151.151.151.151.151.10.1.m1.1.1.cmml" xref="A4.T9.151.151.151.151.151.151.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.151.151.151.151.151.151.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.151.151.151.151.151.151.10.1.m1.1d">±</annotation></semantics></math> 0.000 0.977 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.152.152.152.152.152.152.11.m1.1"><semantics id="A4.T9.152.152.152.152.152.152.11.m1.1a"><mo id="A4.T9.152.152.152.152.152.152.11.m1.1.1" mathcolor="#000000" xref="A4.T9.152.152.152.152.152.152.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.152.152.152.152.152.152.11.m1.1b"><csymbol cd="latexml" id="A4.T9.152.152.152.152.152.152.11.m1.1.1.cmml" xref="A4.T9.152.152.152.152.152.152.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.152.152.152.152.152.152.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.152.152.152.152.152.152.11.m1.1d">±</annotation></semantics></math> 0.011 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.153.153.153.153.153.153.12.1.m1.1"><semantics id="A4.T9.153.153.153.153.153.153.12.1.m1.1a"><mo id="A4.T9.153.153.153.153.153.153.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.153.153.153.153.153.153.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.153.153.153.153.153.153.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.153.153.153.153.153.153.12.1.m1.1.1.cmml" xref="A4.T9.153.153.153.153.153.153.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.153.153.153.153.153.153.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.153.153.153.153.153.153.12.1.m1.1d">±</annotation></semantics></math> 0.001 wbqspiflash 0.043 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.154.154.154.154.154.154.1.m1.1"><semantics id="A4.T9.154.154.154.154.154.154.1.m1.1a"><mo id="A4.T9.154.154.154.154.154.154.1.m1.1.1" mathcolor="#000000" xref="A4.T9.154.154.154.154.154.154.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.154.154.154.154.154.154.1.m1.1b"><csymbol cd="latexml" id="A4.T9.154.154.154.154.154.154.1.m1.1.1.cmml" xref="A4.T9.154.154.154.154.154.154.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.154.154.154.154.154.154.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.154.154.154.154.154.154.1.m1.1d">±</annotation></semantics></math> 0.014 0.012 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.155.155.155.155.155.155.2.1.m1.1"><semantics id="A4.T9.155.155.155.155.155.155.2.1.m1.1a"><mo id="A4.T9.155.155.155.155.155.155.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.155.155.155.155.155.155.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.155.155.155.155.155.155.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.155.155.155.155.155.155.2.1.m1.1.1.cmml" xref="A4.T9.155.155.155.155.155.155.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.155.155.155.155.155.155.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.155.155.155.155.155.155.2.1.m1.1d">±</annotation></semantics></math> 0.002 0.030 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.156.156.156.156.156.156.3.m1.1"><semantics id="A4.T9.156.156.156.156.156.156.3.m1.1a"><mo id="A4.T9.156.156.156.156.156.156.3.m1.1.1" mathcolor="#000000" xref="A4.T9.156.156.156.156.156.156.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.156.156.156.156.156.156.3.m1.1b"><csymbol cd="latexml" id="A4.T9.156.156.156.156.156.156.3.m1.1.1.cmml" xref="A4.T9.156.156.156.156.156.156.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.156.156.156.156.156.156.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.156.156.156.156.156.156.3.m1.1d">±</annotation></semantics></math> 0.018 0.009 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.157.157.157.157.157.157.4.1.m1.1"><semantics id="A4.T9.157.157.157.157.157.157.4.1.m1.1a"><mo id="A4.T9.157.157.157.157.157.157.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.157.157.157.157.157.157.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.157.157.157.157.157.157.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.157.157.157.157.157.157.4.1.m1.1.1.cmml" xref="A4.T9.157.157.157.157.157.157.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.157.157.157.157.157.157.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.157.157.157.157.157.157.4.1.m1.1d">±</annotation></semantics></math> 0.001 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.158.158.158.158.158.158.5.m1.1"><semantics id="A4.T9.158.158.158.158.158.158.5.m1.1a"><mo id="A4.T9.158.158.158.158.158.158.5.m1.1.1" mathcolor="#000000" xref="A4.T9.158.158.158.158.158.158.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.158.158.158.158.158.158.5.m1.1b"><csymbol cd="latexml" id="A4.T9.158.158.158.158.158.158.5.m1.1.1.cmml" xref="A4.T9.158.158.158.158.158.158.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.158.158.158.158.158.158.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.158.158.158.158.158.158.5.m1.1d">±</annotation></semantics></math> 0.001 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.159.159.159.159.159.159.6.1.m1.1"><semantics id="A4.T9.159.159.159.159.159.159.6.1.m1.1a"><mo id="A4.T9.159.159.159.159.159.159.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.159.159.159.159.159.159.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.159.159.159.159.159.159.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.159.159.159.159.159.159.6.1.m1.1.1.cmml" xref="A4.T9.159.159.159.159.159.159.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.159.159.159.159.159.159.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.159.159.159.159.159.159.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.937 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.160.160.160.160.160.160.7.m1.1"><semantics id="A4.T9.160.160.160.160.160.160.7.m1.1a"><mo id="A4.T9.160.160.160.160.160.160.7.m1.1.1" mathcolor="#000000" xref="A4.T9.160.160.160.160.160.160.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.160.160.160.160.160.160.7.m1.1b"><csymbol cd="latexml" id="A4.T9.160.160.160.160.160.160.7.m1.1.1.cmml" xref="A4.T9.160.160.160.160.160.160.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.160.160.160.160.160.160.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.160.160.160.160.160.160.7.m1.1d">±</annotation></semantics></math> 0.020 0.982 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.161.161.161.161.161.161.8.1.m1.1"><semantics id="A4.T9.161.161.161.161.161.161.8.1.m1.1a"><mo id="A4.T9.161.161.161.161.161.161.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.161.161.161.161.161.161.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.161.161.161.161.161.161.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.161.161.161.161.161.161.8.1.m1.1.1.cmml" xref="A4.T9.161.161.161.161.161.161.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.161.161.161.161.161.161.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.161.161.161.161.161.161.8.1.m1.1d">±</annotation></semantics></math> 0.002 0.990 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.162.162.162.162.162.162.9.m1.1"><semantics id="A4.T9.162.162.162.162.162.162.9.m1.1a"><mo id="A4.T9.162.162.162.162.162.162.9.m1.1.1" mathcolor="#000000" xref="A4.T9.162.162.162.162.162.162.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.162.162.162.162.162.162.9.m1.1b"><csymbol cd="latexml" id="A4.T9.162.162.162.162.162.162.9.m1.1.1.cmml" xref="A4.T9.162.162.162.162.162.162.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.162.162.162.162.162.162.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.162.162.162.162.162.162.9.m1.1d">±</annotation></semantics></math> 0.006 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.163.163.163.163.163.163.10.1.m1.1"><semantics id="A4.T9.163.163.163.163.163.163.10.1.m1.1a"><mo id="A4.T9.163.163.163.163.163.163.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.163.163.163.163.163.163.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.163.163.163.163.163.163.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.163.163.163.163.163.163.10.1.m1.1.1.cmml" xref="A4.T9.163.163.163.163.163.163.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.163.163.163.163.163.163.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.163.163.163.163.163.163.10.1.m1.1d">±</annotation></semantics></math> 0.000 0.970 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.164.164.164.164.164.164.11.m1.1"><semantics id="A4.T9.164.164.164.164.164.164.11.m1.1a"><mo id="A4.T9.164.164.164.164.164.164.11.m1.1.1" mathcolor="#000000" xref="A4.T9.164.164.164.164.164.164.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.164.164.164.164.164.164.11.m1.1b"><csymbol cd="latexml" id="A4.T9.164.164.164.164.164.164.11.m1.1.1.cmml" xref="A4.T9.164.164.164.164.164.164.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.164.164.164.164.164.164.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.164.164.164.164.164.164.11.m1.1d">±</annotation></semantics></math> 0.009 0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.165.165.165.165.165.165.12.1.m1.1"><semantics id="A4.T9.165.165.165.165.165.165.12.1.m1.1a"><mo id="A4.T9.165.165.165.165.165.165.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.165.165.165.165.165.165.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.165.165.165.165.165.165.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.165.165.165.165.165.165.12.1.m1.1.1.cmml" xref="A4.T9.165.165.165.165.165.165.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.165.165.165.165.165.165.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.165.165.165.165.165.165.12.1.m1.1d">±</annotation></semantics></math> 0.001 zipdiv 0.045 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.166.166.166.166.166.166.1.m1.1"><semantics id="A4.T9.166.166.166.166.166.166.1.m1.1a"><mo id="A4.T9.166.166.166.166.166.166.1.m1.1.1" mathcolor="#000000" xref="A4.T9.166.166.166.166.166.166.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.166.166.166.166.166.166.1.m1.1b"><csymbol cd="latexml" id="A4.T9.166.166.166.166.166.166.1.m1.1.1.cmml" xref="A4.T9.166.166.166.166.166.166.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.166.166.166.166.166.166.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.166.166.166.166.166.166.1.m1.1d">±</annotation></semantics></math> 0.012 0.020 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.167.167.167.167.167.167.2.1.m1.1"><semantics id="A4.T9.167.167.167.167.167.167.2.1.m1.1a"><mo id="A4.T9.167.167.167.167.167.167.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.167.167.167.167.167.167.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.167.167.167.167.167.167.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.167.167.167.167.167.167.2.1.m1.1.1.cmml" xref="A4.T9.167.167.167.167.167.167.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.167.167.167.167.167.167.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.167.167.167.167.167.167.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.024 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.168.168.168.168.168.168.3.m1.1"><semantics id="A4.T9.168.168.168.168.168.168.3.m1.1a"><mo id="A4.T9.168.168.168.168.168.168.3.m1.1.1" mathcolor="#000000" xref="A4.T9.168.168.168.168.168.168.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.168.168.168.168.168.168.3.m1.1b"><csymbol cd="latexml" id="A4.T9.168.168.168.168.168.168.3.m1.1.1.cmml" xref="A4.T9.168.168.168.168.168.168.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.168.168.168.168.168.168.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.168.168.168.168.168.168.3.m1.1d">±</annotation></semantics></math> 0.019 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.169.169.169.169.169.169.4.1.m1.1"><semantics id="A4.T9.169.169.169.169.169.169.4.1.m1.1a"><mo id="A4.T9.169.169.169.169.169.169.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.169.169.169.169.169.169.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.169.169.169.169.169.169.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.169.169.169.169.169.169.4.1.m1.1.1.cmml" xref="A4.T9.169.169.169.169.169.169.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.169.169.169.169.169.169.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.169.169.169.169.169.169.4.1.m1.1d">±</annotation></semantics></math> 0.001 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.170.170.170.170.170.170.5.m1.1"><semantics id="A4.T9.170.170.170.170.170.170.5.m1.1a"><mo id="A4.T9.170.170.170.170.170.170.5.m1.1.1" mathcolor="#000000" xref="A4.T9.170.170.170.170.170.170.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.170.170.170.170.170.170.5.m1.1b"><csymbol cd="latexml" id="A4.T9.170.170.170.170.170.170.5.m1.1.1.cmml" xref="A4.T9.170.170.170.170.170.170.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.170.170.170.170.170.170.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.170.170.170.170.170.170.5.m1.1d">±</annotation></semantics></math> 0.000 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.171.171.171.171.171.171.6.1.m1.1"><semantics id="A4.T9.171.171.171.171.171.171.6.1.m1.1a"><mo id="A4.T9.171.171.171.171.171.171.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.171.171.171.171.171.171.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.171.171.171.171.171.171.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.171.171.171.171.171.171.6.1.m1.1.1.cmml" xref="A4.T9.171.171.171.171.171.171.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.171.171.171.171.171.171.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.171.171.171.171.171.171.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.950 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.172.172.172.172.172.172.7.m1.1"><semantics id="A4.T9.172.172.172.172.172.172.7.m1.1a"><mo id="A4.T9.172.172.172.172.172.172.7.m1.1.1" mathcolor="#000000" xref="A4.T9.172.172.172.172.172.172.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.172.172.172.172.172.172.7.m1.1b"><csymbol cd="latexml" id="A4.T9.172.172.172.172.172.172.7.m1.1.1.cmml" xref="A4.T9.172.172.172.172.172.172.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.172.172.172.172.172.172.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.172.172.172.172.172.172.7.m1.1d">±</annotation></semantics></math> 0.013 0.978 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.173.173.173.173.173.173.8.1.m1.1"><semantics id="A4.T9.173.173.173.173.173.173.8.1.m1.1a"><mo id="A4.T9.173.173.173.173.173.173.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.173.173.173.173.173.173.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.173.173.173.173.173.173.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.173.173.173.173.173.173.8.1.m1.1.1.cmml" xref="A4.T9.173.173.173.173.173.173.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.173.173.173.173.173.173.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.173.173.173.173.173.173.8.1.m1.1d">±</annotation></semantics></math> 0.001 0.989 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.174.174.174.174.174.174.9.m1.1"><semantics id="A4.T9.174.174.174.174.174.174.9.m1.1a"><mo id="A4.T9.174.174.174.174.174.174.9.m1.1.1" mathcolor="#000000" xref="A4.T9.174.174.174.174.174.174.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.174.174.174.174.174.174.9.m1.1b"><csymbol cd="latexml" id="A4.T9.174.174.174.174.174.174.9.m1.1.1.cmml" xref="A4.T9.174.174.174.174.174.174.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.174.174.174.174.174.174.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.174.174.174.174.174.174.9.m1.1d">±</annotation></semantics></math> 0.009 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.175.175.175.175.175.175.10.1.m1.1"><semantics id="A4.T9.175.175.175.175.175.175.10.1.m1.1a"><mo id="A4.T9.175.175.175.175.175.175.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.175.175.175.175.175.175.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.175.175.175.175.175.175.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.175.175.175.175.175.175.10.1.m1.1.1.cmml" xref="A4.T9.175.175.175.175.175.175.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.175.175.175.175.175.175.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.175.175.175.175.175.175.10.1.m1.1d">±</annotation></semantics></math> 0.000 0.978 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.176.176.176.176.176.176.11.m1.1"><semantics id="A4.T9.176.176.176.176.176.176.11.m1.1a"><mo id="A4.T9.176.176.176.176.176.176.11.m1.1.1" mathcolor="#000000" xref="A4.T9.176.176.176.176.176.176.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.176.176.176.176.176.176.11.m1.1b"><csymbol cd="latexml" id="A4.T9.176.176.176.176.176.176.11.m1.1.1.cmml" xref="A4.T9.176.176.176.176.176.176.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.176.176.176.176.176.176.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.176.176.176.176.176.176.11.m1.1d">±</annotation></semantics></math> 0.008 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.177.177.177.177.177.177.12.1.m1.1"><semantics id="A4.T9.177.177.177.177.177.177.12.1.m1.1a"><mo id="A4.T9.177.177.177.177.177.177.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.177.177.177.177.177.177.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.177.177.177.177.177.177.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.177.177.177.177.177.177.12.1.m1.1.1.cmml" xref="A4.T9.177.177.177.177.177.177.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.177.177.177.177.177.177.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.177.177.177.177.177.177.12.1.m1.1d">±</annotation></semantics></math> 0.001 test aes192 0.062 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.178.178.178.178.178.178.1.m1.1"><semantics id="A4.T9.178.178.178.178.178.178.1.m1.1a"><mo id="A4.T9.178.178.178.178.178.178.1.m1.1.1" mathcolor="#000000" xref="A4.T9.178.178.178.178.178.178.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.178.178.178.178.178.178.1.m1.1b"><csymbol cd="latexml" id="A4.T9.178.178.178.178.178.178.1.m1.1.1.cmml" xref="A4.T9.178.178.178.178.178.178.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.178.178.178.178.178.178.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.178.178.178.178.178.178.1.m1.1d">±</annotation></semantics></math> 0.012 0.011 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.179.179.179.179.179.179.2.1.m1.1"><semantics id="A4.T9.179.179.179.179.179.179.2.1.m1.1a"><mo id="A4.T9.179.179.179.179.179.179.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.179.179.179.179.179.179.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.179.179.179.179.179.179.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.179.179.179.179.179.179.2.1.m1.1.1.cmml" xref="A4.T9.179.179.179.179.179.179.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.179.179.179.179.179.179.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.179.179.179.179.179.179.2.1.m1.1d">±</annotation></semantics></math> 0.002 0.081 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.180.180.180.180.180.180.3.m1.1"><semantics id="A4.T9.180.180.180.180.180.180.3.m1.1a"><mo id="A4.T9.180.180.180.180.180.180.3.m1.1.1" mathcolor="#000000" xref="A4.T9.180.180.180.180.180.180.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.180.180.180.180.180.180.3.m1.1b"><csymbol cd="latexml" id="A4.T9.180.180.180.180.180.180.3.m1.1.1.cmml" xref="A4.T9.180.180.180.180.180.180.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.180.180.180.180.180.180.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.180.180.180.180.180.180.3.m1.1d">±</annotation></semantics></math> 0.018 0.037 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.181.181.181.181.181.181.4.1.m1.1"><semantics id="A4.T9.181.181.181.181.181.181.4.1.m1.1a"><mo id="A4.T9.181.181.181.181.181.181.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.181.181.181.181.181.181.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.181.181.181.181.181.181.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.181.181.181.181.181.181.4.1.m1.1.1.cmml" xref="A4.T9.181.181.181.181.181.181.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.181.181.181.181.181.181.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.181.181.181.181.181.181.4.1.m1.1d">±</annotation></semantics></math> 0.002 0.003 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.182.182.182.182.182.182.5.m1.1"><semantics id="A4.T9.182.182.182.182.182.182.5.m1.1a"><mo id="A4.T9.182.182.182.182.182.182.5.m1.1.1" mathcolor="#000000" xref="A4.T9.182.182.182.182.182.182.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.182.182.182.182.182.182.5.m1.1b"><csymbol cd="latexml" id="A4.T9.182.182.182.182.182.182.5.m1.1.1.cmml" xref="A4.T9.182.182.182.182.182.182.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.182.182.182.182.182.182.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.182.182.182.182.182.182.5.m1.1d">±</annotation></semantics></math> 0.002 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.183.183.183.183.183.183.6.1.m1.1"><semantics id="A4.T9.183.183.183.183.183.183.6.1.m1.1a"><mo id="A4.T9.183.183.183.183.183.183.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.183.183.183.183.183.183.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.183.183.183.183.183.183.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.183.183.183.183.183.183.6.1.m1.1.1.cmml" xref="A4.T9.183.183.183.183.183.183.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.183.183.183.183.183.183.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.183.183.183.183.183.183.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.896 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.184.184.184.184.184.184.7.m1.1"><semantics id="A4.T9.184.184.184.184.184.184.7.m1.1a"><mo id="A4.T9.184.184.184.184.184.184.7.m1.1.1" mathcolor="#000000" xref="A4.T9.184.184.184.184.184.184.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.184.184.184.184.184.184.7.m1.1b"><csymbol cd="latexml" id="A4.T9.184.184.184.184.184.184.7.m1.1.1.cmml" xref="A4.T9.184.184.184.184.184.184.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.184.184.184.184.184.184.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.184.184.184.184.184.184.7.m1.1d">±</annotation></semantics></math> 0.021 0.981 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.185.185.185.185.185.185.8.1.m1.1"><semantics id="A4.T9.185.185.185.185.185.185.8.1.m1.1a"><mo id="A4.T9.185.185.185.185.185.185.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.185.185.185.185.185.185.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.185.185.185.185.185.185.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.185.185.185.185.185.185.8.1.m1.1.1.cmml" xref="A4.T9.185.185.185.185.185.185.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.185.185.185.185.185.185.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.185.185.185.185.185.185.8.1.m1.1d">±</annotation></semantics></math> 0.003 0.954 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.186.186.186.186.186.186.9.m1.1"><semantics id="A4.T9.186.186.186.186.186.186.9.m1.1a"><mo id="A4.T9.186.186.186.186.186.186.9.m1.1.1" mathcolor="#000000" xref="A4.T9.186.186.186.186.186.186.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.186.186.186.186.186.186.9.m1.1b"><csymbol cd="latexml" id="A4.T9.186.186.186.186.186.186.9.m1.1.1.cmml" xref="A4.T9.186.186.186.186.186.186.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.186.186.186.186.186.186.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.186.186.186.186.186.186.9.m1.1d">±</annotation></semantics></math> 0.010 0.979 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.187.187.187.187.187.187.10.1.m1.1"><semantics id="A4.T9.187.187.187.187.187.187.10.1.m1.1a"><mo id="A4.T9.187.187.187.187.187.187.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.187.187.187.187.187.187.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.187.187.187.187.187.187.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.187.187.187.187.187.187.10.1.m1.1.1.cmml" xref="A4.T9.187.187.187.187.187.187.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.187.187.187.187.187.187.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.187.187.187.187.187.187.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.936 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.188.188.188.188.188.188.11.m1.1"><semantics id="A4.T9.188.188.188.188.188.188.11.m1.1a"><mo id="A4.T9.188.188.188.188.188.188.11.m1.1.1" mathcolor="#000000" xref="A4.T9.188.188.188.188.188.188.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.188.188.188.188.188.188.11.m1.1b"><csymbol cd="latexml" id="A4.T9.188.188.188.188.188.188.11.m1.1.1.cmml" xref="A4.T9.188.188.188.188.188.188.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.188.188.188.188.188.188.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.188.188.188.188.188.188.11.m1.1d">±</annotation></semantics></math> 0.031 0.992 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.189.189.189.189.189.189.12.1.m1.1"><semantics id="A4.T9.189.189.189.189.189.189.12.1.m1.1a"><mo id="A4.T9.189.189.189.189.189.189.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.189.189.189.189.189.189.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.189.189.189.189.189.189.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.189.189.189.189.189.189.12.1.m1.1.1.cmml" xref="A4.T9.189.189.189.189.189.189.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.189.189.189.189.189.189.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.189.189.189.189.189.189.12.1.m1.1d">±</annotation></semantics></math> 0.001 jpeg_encoder 0.071 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.190.190.190.190.190.190.1.m1.1"><semantics id="A4.T9.190.190.190.190.190.190.1.m1.1a"><mo id="A4.T9.190.190.190.190.190.190.1.m1.1.1" mathcolor="#000000" xref="A4.T9.190.190.190.190.190.190.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.190.190.190.190.190.190.1.m1.1b"><csymbol cd="latexml" id="A4.T9.190.190.190.190.190.190.1.m1.1.1.cmml" xref="A4.T9.190.190.190.190.190.190.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.190.190.190.190.190.190.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.190.190.190.190.190.190.1.m1.1d">±</annotation></semantics></math> 0.013 0.017 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.191.191.191.191.191.191.2.1.m1.1"><semantics id="A4.T9.191.191.191.191.191.191.2.1.m1.1a"><mo id="A4.T9.191.191.191.191.191.191.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.191.191.191.191.191.191.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.191.191.191.191.191.191.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.191.191.191.191.191.191.2.1.m1.1.1.cmml" xref="A4.T9.191.191.191.191.191.191.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.191.191.191.191.191.191.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.191.191.191.191.191.191.2.1.m1.1d">±</annotation></semantics></math> 0.000 0.097 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.192.192.192.192.192.192.3.m1.1"><semantics id="A4.T9.192.192.192.192.192.192.3.m1.1a"><mo id="A4.T9.192.192.192.192.192.192.3.m1.1.1" mathcolor="#000000" xref="A4.T9.192.192.192.192.192.192.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.192.192.192.192.192.192.3.m1.1b"><csymbol cd="latexml" id="A4.T9.192.192.192.192.192.192.3.m1.1.1.cmml" xref="A4.T9.192.192.192.192.192.192.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.192.192.192.192.192.192.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.192.192.192.192.192.192.3.m1.1d">±</annotation></semantics></math> 0.011 0.053 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.193.193.193.193.193.193.4.1.m1.1"><semantics id="A4.T9.193.193.193.193.193.193.4.1.m1.1a"><mo id="A4.T9.193.193.193.193.193.193.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.193.193.193.193.193.193.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.193.193.193.193.193.193.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.193.193.193.193.193.193.4.1.m1.1.1.cmml" xref="A4.T9.193.193.193.193.193.193.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.193.193.193.193.193.193.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.193.193.193.193.193.193.4.1.m1.1d">±</annotation></semantics></math> 0.002 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.194.194.194.194.194.194.5.m1.1"><semantics id="A4.T9.194.194.194.194.194.194.5.m1.1a"><mo id="A4.T9.194.194.194.194.194.194.5.m1.1.1" mathcolor="#000000" xref="A4.T9.194.194.194.194.194.194.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.194.194.194.194.194.194.5.m1.1b"><csymbol cd="latexml" id="A4.T9.194.194.194.194.194.194.5.m1.1.1.cmml" xref="A4.T9.194.194.194.194.194.194.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.194.194.194.194.194.194.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.194.194.194.194.194.194.5.m1.1d">±</annotation></semantics></math> 0.001 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.195.195.195.195.195.195.6.1.m1.1"><semantics id="A4.T9.195.195.195.195.195.195.6.1.m1.1a"><mo id="A4.T9.195.195.195.195.195.195.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.195.195.195.195.195.195.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.195.195.195.195.195.195.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.195.195.195.195.195.195.6.1.m1.1.1.cmml" xref="A4.T9.195.195.195.195.195.195.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.195.195.195.195.195.195.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.195.195.195.195.195.195.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.882 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.196.196.196.196.196.196.7.m1.1"><semantics id="A4.T9.196.196.196.196.196.196.7.m1.1a"><mo id="A4.T9.196.196.196.196.196.196.7.m1.1.1" mathcolor="#000000" xref="A4.T9.196.196.196.196.196.196.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.196.196.196.196.196.196.7.m1.1b"><csymbol cd="latexml" id="A4.T9.196.196.196.196.196.196.7.m1.1.1.cmml" xref="A4.T9.196.196.196.196.196.196.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.196.196.196.196.196.196.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.196.196.196.196.196.196.7.m1.1d">±</annotation></semantics></math> 0.022 0.972 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.197.197.197.197.197.197.8.1.m1.1"><semantics id="A4.T9.197.197.197.197.197.197.8.1.m1.1a"><mo id="A4.T9.197.197.197.197.197.197.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.197.197.197.197.197.197.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.197.197.197.197.197.197.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.197.197.197.197.197.197.8.1.m1.1.1.cmml" xref="A4.T9.197.197.197.197.197.197.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.197.197.197.197.197.197.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.197.197.197.197.197.197.8.1.m1.1d">±</annotation></semantics></math> 0.000 0.966 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.198.198.198.198.198.198.9.m1.1"><semantics id="A4.T9.198.198.198.198.198.198.9.m1.1a"><mo id="A4.T9.198.198.198.198.198.198.9.m1.1.1" mathcolor="#000000" xref="A4.T9.198.198.198.198.198.198.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.198.198.198.198.198.198.9.m1.1b"><csymbol cd="latexml" id="A4.T9.198.198.198.198.198.198.9.m1.1.1.cmml" xref="A4.T9.198.198.198.198.198.198.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.198.198.198.198.198.198.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.198.198.198.198.198.198.9.m1.1d">±</annotation></semantics></math> 0.004 0.981 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.199.199.199.199.199.199.10.1.m1.1"><semantics id="A4.T9.199.199.199.199.199.199.10.1.m1.1a"><mo id="A4.T9.199.199.199.199.199.199.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.199.199.199.199.199.199.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.199.199.199.199.199.199.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.199.199.199.199.199.199.10.1.m1.1.1.cmml" xref="A4.T9.199.199.199.199.199.199.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.199.199.199.199.199.199.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.199.199.199.199.199.199.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.924 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.200.200.200.200.200.200.11.m1.1"><semantics id="A4.T9.200.200.200.200.200.200.11.m1.1a"><mo id="A4.T9.200.200.200.200.200.200.11.m1.1.1" mathcolor="#000000" xref="A4.T9.200.200.200.200.200.200.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.200.200.200.200.200.200.11.m1.1b"><csymbol cd="latexml" id="A4.T9.200.200.200.200.200.200.11.m1.1.1.cmml" xref="A4.T9.200.200.200.200.200.200.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.200.200.200.200.200.200.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.200.200.200.200.200.200.11.m1.1d">±</annotation></semantics></math> 0.023 0.987 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.201.201.201.201.201.201.12.1.m1.1"><semantics id="A4.T9.201.201.201.201.201.201.12.1.m1.1a"><mo id="A4.T9.201.201.201.201.201.201.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.201.201.201.201.201.201.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.201.201.201.201.201.201.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.201.201.201.201.201.201.12.1.m1.1.1.cmml" xref="A4.T9.201.201.201.201.201.201.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.201.201.201.201.201.201.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.201.201.201.201.201.201.12.1.m1.1d">±</annotation></semantics></math> 0.001 spm 0.036 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.202.202.202.202.202.202.1.m1.1"><semantics id="A4.T9.202.202.202.202.202.202.1.m1.1a"><mo id="A4.T9.202.202.202.202.202.202.1.m1.1.1" mathcolor="#000000" xref="A4.T9.202.202.202.202.202.202.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.202.202.202.202.202.202.1.m1.1b"><csymbol cd="latexml" id="A4.T9.202.202.202.202.202.202.1.m1.1.1.cmml" xref="A4.T9.202.202.202.202.202.202.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.202.202.202.202.202.202.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.202.202.202.202.202.202.1.m1.1d">±</annotation></semantics></math> 0.007 0.007 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.203.203.203.203.203.203.2.1.m1.1"><semantics id="A4.T9.203.203.203.203.203.203.2.1.m1.1a"><mo id="A4.T9.203.203.203.203.203.203.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.203.203.203.203.203.203.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.203.203.203.203.203.203.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.203.203.203.203.203.203.2.1.m1.1.1.cmml" xref="A4.T9.203.203.203.203.203.203.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.203.203.203.203.203.203.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.203.203.203.203.203.203.2.1.m1.1d">±</annotation></semantics></math> 0.000 0.066 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.204.204.204.204.204.204.3.m1.1"><semantics id="A4.T9.204.204.204.204.204.204.3.m1.1a"><mo id="A4.T9.204.204.204.204.204.204.3.m1.1.1" mathcolor="#000000" xref="A4.T9.204.204.204.204.204.204.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.204.204.204.204.204.204.3.m1.1b"><csymbol cd="latexml" id="A4.T9.204.204.204.204.204.204.3.m1.1.1.cmml" xref="A4.T9.204.204.204.204.204.204.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.204.204.204.204.204.204.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.204.204.204.204.204.204.3.m1.1d">±</annotation></semantics></math> 0.008 0.049 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.205.205.205.205.205.205.4.1.m1.1"><semantics id="A4.T9.205.205.205.205.205.205.4.1.m1.1a"><mo id="A4.T9.205.205.205.205.205.205.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.205.205.205.205.205.205.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.205.205.205.205.205.205.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.205.205.205.205.205.205.4.1.m1.1.1.cmml" xref="A4.T9.205.205.205.205.205.205.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.205.205.205.205.205.205.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.205.205.205.205.205.205.4.1.m1.1d">±</annotation></semantics></math> 0.016 0.002 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.206.206.206.206.206.206.5.m1.1"><semantics id="A4.T9.206.206.206.206.206.206.5.m1.1a"><mo id="A4.T9.206.206.206.206.206.206.5.m1.1.1" mathcolor="#000000" xref="A4.T9.206.206.206.206.206.206.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.206.206.206.206.206.206.5.m1.1b"><csymbol cd="latexml" id="A4.T9.206.206.206.206.206.206.5.m1.1.1.cmml" xref="A4.T9.206.206.206.206.206.206.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.206.206.206.206.206.206.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.206.206.206.206.206.206.5.m1.1d">±</annotation></semantics></math> 0.000 0.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.207.207.207.207.207.207.6.1.m1.1"><semantics id="A4.T9.207.207.207.207.207.207.6.1.m1.1a"><mo id="A4.T9.207.207.207.207.207.207.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.207.207.207.207.207.207.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.207.207.207.207.207.207.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.207.207.207.207.207.207.6.1.m1.1.1.cmml" xref="A4.T9.207.207.207.207.207.207.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.207.207.207.207.207.207.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.207.207.207.207.207.207.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.945 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.208.208.208.208.208.208.7.m1.1"><semantics id="A4.T9.208.208.208.208.208.208.7.m1.1a"><mo id="A4.T9.208.208.208.208.208.208.7.m1.1.1" mathcolor="#000000" xref="A4.T9.208.208.208.208.208.208.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.208.208.208.208.208.208.7.m1.1b"><csymbol cd="latexml" id="A4.T9.208.208.208.208.208.208.7.m1.1.1.cmml" xref="A4.T9.208.208.208.208.208.208.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.208.208.208.208.208.208.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.208.208.208.208.208.208.7.m1.1d">±</annotation></semantics></math> 0.010 0.989 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.209.209.209.209.209.209.8.1.m1.1"><semantics id="A4.T9.209.209.209.209.209.209.8.1.m1.1a"><mo id="A4.T9.209.209.209.209.209.209.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.209.209.209.209.209.209.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.209.209.209.209.209.209.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.209.209.209.209.209.209.8.1.m1.1.1.cmml" xref="A4.T9.209.209.209.209.209.209.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.209.209.209.209.209.209.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.209.209.209.209.209.209.8.1.m1.1d">±</annotation></semantics></math> 0.001 0.921 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.210.210.210.210.210.210.9.m1.1"><semantics id="A4.T9.210.210.210.210.210.210.9.m1.1a"><mo id="A4.T9.210.210.210.210.210.210.9.m1.1.1" mathcolor="#000000" xref="A4.T9.210.210.210.210.210.210.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.210.210.210.210.210.210.9.m1.1b"><csymbol cd="latexml" id="A4.T9.210.210.210.210.210.210.9.m1.1.1.cmml" xref="A4.T9.210.210.210.210.210.210.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.210.210.210.210.210.210.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.210.210.210.210.210.210.9.m1.1d">±</annotation></semantics></math> 0.010 0.941 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.211.211.211.211.211.211.10.1.m1.1"><semantics id="A4.T9.211.211.211.211.211.211.10.1.m1.1a"><mo id="A4.T9.211.211.211.211.211.211.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.211.211.211.211.211.211.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.211.211.211.211.211.211.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.211.211.211.211.211.211.10.1.m1.1.1.cmml" xref="A4.T9.211.211.211.211.211.211.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.211.211.211.211.211.211.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.211.211.211.211.211.211.10.1.m1.1d">±</annotation></semantics></math> 0.019 0.946 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.212.212.212.212.212.212.11.m1.1"><semantics id="A4.T9.212.212.212.212.212.212.11.m1.1a"><mo id="A4.T9.212.212.212.212.212.212.11.m1.1.1" mathcolor="#000000" xref="A4.T9.212.212.212.212.212.212.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.212.212.212.212.212.212.11.m1.1b"><csymbol cd="latexml" id="A4.T9.212.212.212.212.212.212.11.m1.1.1.cmml" xref="A4.T9.212.212.212.212.212.212.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.212.212.212.212.212.212.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.212.212.212.212.212.212.11.m1.1d">±</annotation></semantics></math> 0.008 0.992 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.213.213.213.213.213.213.12.1.m1.1"><semantics id="A4.T9.213.213.213.213.213.213.12.1.m1.1a"><mo id="A4.T9.213.213.213.213.213.213.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.213.213.213.213.213.213.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.213.213.213.213.213.213.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.213.213.213.213.213.213.12.1.m1.1.1.cmml" xref="A4.T9.213.213.213.213.213.213.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.213.213.213.213.213.213.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.213.213.213.213.213.213.12.1.m1.1d">±</annotation></semantics></math> 0.000 synth_ram 0.155 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.214.214.214.214.214.214.1.m1.1"><semantics id="A4.T9.214.214.214.214.214.214.1.m1.1a"><mo id="A4.T9.214.214.214.214.214.214.1.m1.1.1" mathcolor="#000000" xref="A4.T9.214.214.214.214.214.214.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.214.214.214.214.214.214.1.m1.1b"><csymbol cd="latexml" id="A4.T9.214.214.214.214.214.214.1.m1.1.1.cmml" xref="A4.T9.214.214.214.214.214.214.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.214.214.214.214.214.214.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.214.214.214.214.214.214.1.m1.1d">±</annotation></semantics></math> 0.028 0.102 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.215.215.215.215.215.215.2.1.m1.1"><semantics id="A4.T9.215.215.215.215.215.215.2.1.m1.1a"><mo id="A4.T9.215.215.215.215.215.215.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.215.215.215.215.215.215.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.215.215.215.215.215.215.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.215.215.215.215.215.215.2.1.m1.1.1.cmml" xref="A4.T9.215.215.215.215.215.215.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.215.215.215.215.215.215.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.215.215.215.215.215.215.2.1.m1.1d">±</annotation></semantics></math> 0.047 0.268 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.216.216.216.216.216.216.3.m1.1"><semantics id="A4.T9.216.216.216.216.216.216.3.m1.1a"><mo id="A4.T9.216.216.216.216.216.216.3.m1.1.1" mathcolor="#000000" xref="A4.T9.216.216.216.216.216.216.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.216.216.216.216.216.216.3.m1.1b"><csymbol cd="latexml" id="A4.T9.216.216.216.216.216.216.3.m1.1.1.cmml" xref="A4.T9.216.216.216.216.216.216.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.216.216.216.216.216.216.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.216.216.216.216.216.216.3.m1.1d">±</annotation></semantics></math> 0.052 0.099 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.217.217.217.217.217.217.4.1.m1.1"><semantics id="A4.T9.217.217.217.217.217.217.4.1.m1.1a"><mo id="A4.T9.217.217.217.217.217.217.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.217.217.217.217.217.217.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.217.217.217.217.217.217.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.217.217.217.217.217.217.4.1.m1.1.1.cmml" xref="A4.T9.217.217.217.217.217.217.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.217.217.217.217.217.217.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.217.217.217.217.217.217.4.1.m1.1d">±</annotation></semantics></math> 0.004 0.012 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.218.218.218.218.218.218.5.m1.1"><semantics id="A4.T9.218.218.218.218.218.218.5.m1.1a"><mo id="A4.T9.218.218.218.218.218.218.5.m1.1.1" mathcolor="#000000" xref="A4.T9.218.218.218.218.218.218.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.218.218.218.218.218.218.5.m1.1b"><csymbol cd="latexml" id="A4.T9.218.218.218.218.218.218.5.m1.1.1.cmml" xref="A4.T9.218.218.218.218.218.218.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.218.218.218.218.218.218.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.218.218.218.218.218.218.5.m1.1d">±</annotation></semantics></math> 0.008 0.010 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.219.219.219.219.219.219.6.1.m1.1"><semantics id="A4.T9.219.219.219.219.219.219.6.1.m1.1a"><mo id="A4.T9.219.219.219.219.219.219.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.219.219.219.219.219.219.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.219.219.219.219.219.219.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.219.219.219.219.219.219.6.1.m1.1.1.cmml" xref="A4.T9.219.219.219.219.219.219.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.219.219.219.219.219.219.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.219.219.219.219.219.219.6.1.m1.1d">±</annotation></semantics></math> 0.005 0.827 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.220.220.220.220.220.220.7.m1.1"><semantics id="A4.T9.220.220.220.220.220.220.7.m1.1a"><mo id="A4.T9.220.220.220.220.220.220.7.m1.1.1" mathcolor="#000000" xref="A4.T9.220.220.220.220.220.220.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.220.220.220.220.220.220.7.m1.1b"><csymbol cd="latexml" id="A4.T9.220.220.220.220.220.220.7.m1.1.1.cmml" xref="A4.T9.220.220.220.220.220.220.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.220.220.220.220.220.220.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.220.220.220.220.220.220.7.m1.1d">±</annotation></semantics></math> 0.031 0.887 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.221.221.221.221.221.221.8.1.m1.1"><semantics id="A4.T9.221.221.221.221.221.221.8.1.m1.1a"><mo id="A4.T9.221.221.221.221.221.221.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.221.221.221.221.221.221.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.221.221.221.221.221.221.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.221.221.221.221.221.221.8.1.m1.1.1.cmml" xref="A4.T9.221.221.221.221.221.221.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.221.221.221.221.221.221.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.221.221.221.221.221.221.8.1.m1.1d">±</annotation></semantics></math> 0.052 0.929 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.222.222.222.222.222.222.9.m1.1"><semantics id="A4.T9.222.222.222.222.222.222.9.m1.1a"><mo id="A4.T9.222.222.222.222.222.222.9.m1.1.1" mathcolor="#000000" xref="A4.T9.222.222.222.222.222.222.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.222.222.222.222.222.222.9.m1.1b"><csymbol cd="latexml" id="A4.T9.222.222.222.222.222.222.9.m1.1.1.cmml" xref="A4.T9.222.222.222.222.222.222.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.222.222.222.222.222.222.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.222.222.222.222.222.222.9.m1.1d">±</annotation></semantics></math> 0.014 0.974 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.223.223.223.223.223.223.10.1.m1.1"><semantics id="A4.T9.223.223.223.223.223.223.10.1.m1.1a"><mo id="A4.T9.223.223.223.223.223.223.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.223.223.223.223.223.223.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.223.223.223.223.223.223.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.223.223.223.223.223.223.10.1.m1.1.1.cmml" xref="A4.T9.223.223.223.223.223.223.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.223.223.223.223.223.223.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.223.223.223.223.223.223.10.1.m1.1d">±</annotation></semantics></math> 0.001 0.881 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.224.224.224.224.224.224.11.m1.1"><semantics id="A4.T9.224.224.224.224.224.224.11.m1.1a"><mo id="A4.T9.224.224.224.224.224.224.11.m1.1.1" mathcolor="#000000" xref="A4.T9.224.224.224.224.224.224.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.224.224.224.224.224.224.11.m1.1b"><csymbol cd="latexml" id="A4.T9.224.224.224.224.224.224.11.m1.1.1.cmml" xref="A4.T9.224.224.224.224.224.224.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.224.224.224.224.224.224.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.224.224.224.224.224.224.11.m1.1d">±</annotation></semantics></math> 0.076 0.899 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.225.225.225.225.225.225.12.1.m1.1"><semantics id="A4.T9.225.225.225.225.225.225.12.1.m1.1a"><mo id="A4.T9.225.225.225.225.225.225.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.225.225.225.225.225.225.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.225.225.225.225.225.225.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.225.225.225.225.225.225.12.1.m1.1.1.cmml" xref="A4.T9.225.225.225.225.225.225.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.225.225.225.225.225.225.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.225.225.225.225.225.225.12.1.m1.1d">±</annotation></semantics></math> 0.047 usbf_device 0.059 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.226.226.226.226.226.226.1.m1.1"><semantics id="A4.T9.226.226.226.226.226.226.1.m1.1a"><mo id="A4.T9.226.226.226.226.226.226.1.m1.1.1" mathcolor="#000000" xref="A4.T9.226.226.226.226.226.226.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.226.226.226.226.226.226.1.m1.1b"><csymbol cd="latexml" id="A4.T9.226.226.226.226.226.226.1.m1.1.1.cmml" xref="A4.T9.226.226.226.226.226.226.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.226.226.226.226.226.226.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.226.226.226.226.226.226.1.m1.1d">±</annotation></semantics></math> 0.010 0.031 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.227.227.227.227.227.227.2.1.m1.1"><semantics id="A4.T9.227.227.227.227.227.227.2.1.m1.1a"><mo id="A4.T9.227.227.227.227.227.227.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.227.227.227.227.227.227.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.227.227.227.227.227.227.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.227.227.227.227.227.227.2.1.m1.1.1.cmml" xref="A4.T9.227.227.227.227.227.227.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.227.227.227.227.227.227.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.227.227.227.227.227.227.2.1.m1.1d">±</annotation></semantics></math> 0.002 0.055 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.228.228.228.228.228.228.3.m1.1"><semantics id="A4.T9.228.228.228.228.228.228.3.m1.1a"><mo id="A4.T9.228.228.228.228.228.228.3.m1.1.1" mathcolor="#000000" xref="A4.T9.228.228.228.228.228.228.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.228.228.228.228.228.228.3.m1.1b"><csymbol cd="latexml" id="A4.T9.228.228.228.228.228.228.3.m1.1.1.cmml" xref="A4.T9.228.228.228.228.228.228.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.228.228.228.228.228.228.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.228.228.228.228.228.228.3.m1.1d">±</annotation></semantics></math> 0.002 0.052 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.229.229.229.229.229.229.4.1.m1.1"><semantics id="A4.T9.229.229.229.229.229.229.4.1.m1.1a"><mo id="A4.T9.229.229.229.229.229.229.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.229.229.229.229.229.229.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.229.229.229.229.229.229.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.229.229.229.229.229.229.4.1.m1.1.1.cmml" xref="A4.T9.229.229.229.229.229.229.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.229.229.229.229.229.229.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.229.229.229.229.229.229.4.1.m1.1d">±</annotation></semantics></math> 0.006 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.230.230.230.230.230.230.5.m1.1"><semantics id="A4.T9.230.230.230.230.230.230.5.m1.1a"><mo id="A4.T9.230.230.230.230.230.230.5.m1.1.1" mathcolor="#000000" xref="A4.T9.230.230.230.230.230.230.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.230.230.230.230.230.230.5.m1.1b"><csymbol cd="latexml" id="A4.T9.230.230.230.230.230.230.5.m1.1.1.cmml" xref="A4.T9.230.230.230.230.230.230.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.230.230.230.230.230.230.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.230.230.230.230.230.230.5.m1.1d">±</annotation></semantics></math> 0.002 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.231.231.231.231.231.231.6.1.m1.1"><semantics id="A4.T9.231.231.231.231.231.231.6.1.m1.1a"><mo id="A4.T9.231.231.231.231.231.231.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.231.231.231.231.231.231.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.231.231.231.231.231.231.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.231.231.231.231.231.231.6.1.m1.1.1.cmml" xref="A4.T9.231.231.231.231.231.231.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.231.231.231.231.231.231.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.231.231.231.231.231.231.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.910 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.232.232.232.232.232.232.7.m1.1"><semantics id="A4.T9.232.232.232.232.232.232.7.m1.1a"><mo id="A4.T9.232.232.232.232.232.232.7.m1.1.1" mathcolor="#000000" xref="A4.T9.232.232.232.232.232.232.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.232.232.232.232.232.232.7.m1.1b"><csymbol cd="latexml" id="A4.T9.232.232.232.232.232.232.7.m1.1.1.cmml" xref="A4.T9.232.232.232.232.232.232.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.232.232.232.232.232.232.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.232.232.232.232.232.232.7.m1.1d">±</annotation></semantics></math> 0.015 0.952 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.233.233.233.233.233.233.8.1.m1.1"><semantics id="A4.T9.233.233.233.233.233.233.8.1.m1.1a"><mo id="A4.T9.233.233.233.233.233.233.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.233.233.233.233.233.233.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.233.233.233.233.233.233.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.233.233.233.233.233.233.8.1.m1.1.1.cmml" xref="A4.T9.233.233.233.233.233.233.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.233.233.233.233.233.233.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.233.233.233.233.233.233.8.1.m1.1d">±</annotation></semantics></math> 0.003 0.968 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.234.234.234.234.234.234.9.m1.1"><semantics id="A4.T9.234.234.234.234.234.234.9.m1.1a"><mo id="A4.T9.234.234.234.234.234.234.9.m1.1.1" mathcolor="#000000" xref="A4.T9.234.234.234.234.234.234.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.234.234.234.234.234.234.9.m1.1b"><csymbol cd="latexml" id="A4.T9.234.234.234.234.234.234.9.m1.1.1.cmml" xref="A4.T9.234.234.234.234.234.234.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.234.234.234.234.234.234.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.234.234.234.234.234.234.9.m1.1d">±</annotation></semantics></math> 0.001 0.970 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.235.235.235.235.235.235.10.1.m1.1"><semantics id="A4.T9.235.235.235.235.235.235.10.1.m1.1a"><mo id="A4.T9.235.235.235.235.235.235.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.235.235.235.235.235.235.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.235.235.235.235.235.235.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.235.235.235.235.235.235.10.1.m1.1.1.cmml" xref="A4.T9.235.235.235.235.235.235.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.235.235.235.235.235.235.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.235.235.235.235.235.235.10.1.m1.1d">±</annotation></semantics></math> 0.003 0.927 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.236.236.236.236.236.236.11.m1.1"><semantics id="A4.T9.236.236.236.236.236.236.11.m1.1a"><mo id="A4.T9.236.236.236.236.236.236.11.m1.1.1" mathcolor="#000000" xref="A4.T9.236.236.236.236.236.236.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.236.236.236.236.236.236.11.m1.1b"><csymbol cd="latexml" id="A4.T9.236.236.236.236.236.236.11.m1.1.1.cmml" xref="A4.T9.236.236.236.236.236.236.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.236.236.236.236.236.236.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.236.236.236.236.236.236.11.m1.1d">±</annotation></semantics></math> 0.031 0.990 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.237.237.237.237.237.237.12.1.m1.1"><semantics id="A4.T9.237.237.237.237.237.237.12.1.m1.1a"><mo id="A4.T9.237.237.237.237.237.237.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.237.237.237.237.237.237.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.237.237.237.237.237.237.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.237.237.237.237.237.237.12.1.m1.1.1.cmml" xref="A4.T9.237.237.237.237.237.237.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.237.237.237.237.237.237.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.237.237.237.237.237.237.12.1.m1.1d">±</annotation></semantics></math> 0.002 xtea 0.085 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.238.238.238.238.238.238.1.m1.1"><semantics id="A4.T9.238.238.238.238.238.238.1.m1.1a"><mo id="A4.T9.238.238.238.238.238.238.1.m1.1.1" mathcolor="#000000" xref="A4.T9.238.238.238.238.238.238.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.238.238.238.238.238.238.1.m1.1b"><csymbol cd="latexml" id="A4.T9.238.238.238.238.238.238.1.m1.1.1.cmml" xref="A4.T9.238.238.238.238.238.238.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.238.238.238.238.238.238.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.238.238.238.238.238.238.1.m1.1d">±</annotation></semantics></math> 0.035 0.011 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.239.239.239.239.239.239.2.1.m1.1"><semantics id="A4.T9.239.239.239.239.239.239.2.1.m1.1a"><mo id="A4.T9.239.239.239.239.239.239.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.239.239.239.239.239.239.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.239.239.239.239.239.239.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.239.239.239.239.239.239.2.1.m1.1.1.cmml" xref="A4.T9.239.239.239.239.239.239.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.239.239.239.239.239.239.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.239.239.239.239.239.239.2.1.m1.1d">±</annotation></semantics></math> 0.001 0.095 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.240.240.240.240.240.240.3.m1.1"><semantics id="A4.T9.240.240.240.240.240.240.3.m1.1a"><mo id="A4.T9.240.240.240.240.240.240.3.m1.1.1" mathcolor="#000000" xref="A4.T9.240.240.240.240.240.240.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.240.240.240.240.240.240.3.m1.1b"><csymbol cd="latexml" id="A4.T9.240.240.240.240.240.240.3.m1.1.1.cmml" xref="A4.T9.240.240.240.240.240.240.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.240.240.240.240.240.240.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.240.240.240.240.240.240.3.m1.1d">±</annotation></semantics></math> 0.019 0.064 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.241.241.241.241.241.241.4.1.m1.1"><semantics id="A4.T9.241.241.241.241.241.241.4.1.m1.1a"><mo id="A4.T9.241.241.241.241.241.241.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.241.241.241.241.241.241.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.241.241.241.241.241.241.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.241.241.241.241.241.241.4.1.m1.1.1.cmml" xref="A4.T9.241.241.241.241.241.241.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.241.241.241.241.241.241.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.241.241.241.241.241.241.4.1.m1.1d">±</annotation></semantics></math> 0.000 0.004 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.242.242.242.242.242.242.5.m1.1"><semantics id="A4.T9.242.242.242.242.242.242.5.m1.1a"><mo id="A4.T9.242.242.242.242.242.242.5.m1.1.1" mathcolor="#000000" xref="A4.T9.242.242.242.242.242.242.5.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.242.242.242.242.242.242.5.m1.1b"><csymbol cd="latexml" id="A4.T9.242.242.242.242.242.242.5.m1.1.1.cmml" xref="A4.T9.242.242.242.242.242.242.5.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.242.242.242.242.242.242.5.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.242.242.242.242.242.242.5.m1.1d">±</annotation></semantics></math> 0.002 0.001 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.243.243.243.243.243.243.6.1.m1.1"><semantics id="A4.T9.243.243.243.243.243.243.6.1.m1.1a"><mo id="A4.T9.243.243.243.243.243.243.6.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.243.243.243.243.243.243.6.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.243.243.243.243.243.243.6.1.m1.1b"><csymbol cd="latexml" id="A4.T9.243.243.243.243.243.243.6.1.m1.1.1.cmml" xref="A4.T9.243.243.243.243.243.243.6.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.243.243.243.243.243.243.6.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.243.243.243.243.243.243.6.1.m1.1d">±</annotation></semantics></math> 0.000 0.887 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.244.244.244.244.244.244.7.m1.1"><semantics id="A4.T9.244.244.244.244.244.244.7.m1.1a"><mo id="A4.T9.244.244.244.244.244.244.7.m1.1.1" mathcolor="#000000" xref="A4.T9.244.244.244.244.244.244.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.244.244.244.244.244.244.7.m1.1b"><csymbol cd="latexml" id="A4.T9.244.244.244.244.244.244.7.m1.1.1.cmml" xref="A4.T9.244.244.244.244.244.244.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.244.244.244.244.244.244.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.244.244.244.244.244.244.7.m1.1d">±</annotation></semantics></math> 0.046 0.986 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.245.245.245.245.245.245.8.1.m1.1"><semantics id="A4.T9.245.245.245.245.245.245.8.1.m1.1a"><mo id="A4.T9.245.245.245.245.245.245.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.245.245.245.245.245.245.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.245.245.245.245.245.245.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.245.245.245.245.245.245.8.1.m1.1.1.cmml" xref="A4.T9.245.245.245.245.245.245.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.245.245.245.245.245.245.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.245.245.245.245.245.245.8.1.m1.1d">±</annotation></semantics></math> 0.001 0.944 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.246.246.246.246.246.246.9.m1.1"><semantics id="A4.T9.246.246.246.246.246.246.9.m1.1a"><mo id="A4.T9.246.246.246.246.246.246.9.m1.1.1" mathcolor="#000000" xref="A4.T9.246.246.246.246.246.246.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.246.246.246.246.246.246.9.m1.1b"><csymbol cd="latexml" id="A4.T9.246.246.246.246.246.246.9.m1.1.1.cmml" xref="A4.T9.246.246.246.246.246.246.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.246.246.246.246.246.246.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.246.246.246.246.246.246.9.m1.1d">±</annotation></semantics></math> 0.011 0.963 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.247.247.247.247.247.247.10.1.m1.1"><semantics id="A4.T9.247.247.247.247.247.247.10.1.m1.1a"><mo id="A4.T9.247.247.247.247.247.247.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.247.247.247.247.247.247.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.247.247.247.247.247.247.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.247.247.247.247.247.247.10.1.m1.1.1.cmml" xref="A4.T9.247.247.247.247.247.247.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.247.247.247.247.247.247.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.247.247.247.247.247.247.10.1.m1.1d">±</annotation></semantics></math> 0.000 0.922 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.248.248.248.248.248.248.11.m1.1"><semantics id="A4.T9.248.248.248.248.248.248.11.m1.1a"><mo id="A4.T9.248.248.248.248.248.248.11.m1.1.1" mathcolor="#000000" xref="A4.T9.248.248.248.248.248.248.11.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.248.248.248.248.248.248.11.m1.1b"><csymbol cd="latexml" id="A4.T9.248.248.248.248.248.248.11.m1.1.1.cmml" xref="A4.T9.248.248.248.248.248.248.11.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.248.248.248.248.248.248.11.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.248.248.248.248.248.248.11.m1.1d">±</annotation></semantics></math> 0.043 0.989 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.249.249.249.249.249.249.12.1.m1.1"><semantics id="A4.T9.249.249.249.249.249.249.12.1.m1.1a"><mo id="A4.T9.249.249.249.249.249.249.12.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.249.249.249.249.249.249.12.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.249.249.249.249.249.249.12.1.m1.1b"><csymbol cd="latexml" id="A4.T9.249.249.249.249.249.249.12.1.m1.1.1.cmml" xref="A4.T9.249.249.249.249.249.249.12.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.249.249.249.249.249.249.12.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.249.249.249.249.249.249.12.1.m1.1d">±</annotation></semantics></math> 0.003 y_huff 0.076 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.250.250.250.250.250.250.1.m1.1"><semantics id="A4.T9.250.250.250.250.250.250.1.m1.1a"><mo id="A4.T9.250.250.250.250.250.250.1.m1.1.1" mathcolor="#000000" xref="A4.T9.250.250.250.250.250.250.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.250.250.250.250.250.250.1.m1.1b"><csymbol cd="latexml" id="A4.T9.250.250.250.250.250.250.1.m1.1.1.cmml" xref="A4.T9.250.250.250.250.250.250.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.250.250.250.250.250.250.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.250.250.250.250.250.250.1.m1.1d">±</annotation></semantics></math> 0.016 0.066 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.251.251.251.251.251.251.2.1.m1.1"><semantics id="A4.T9.251.251.251.251.251.251.2.1.m1.1a"><mo id="A4.T9.251.251.251.251.251.251.2.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.251.251.251.251.251.251.2.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.251.251.251.251.251.251.2.1.m1.1b"><csymbol cd="latexml" id="A4.T9.251.251.251.251.251.251.2.1.m1.1.1.cmml" xref="A4.T9.251.251.251.251.251.251.2.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.251.251.251.251.251.251.2.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.251.251.251.251.251.251.2.1.m1.1d">±</annotation></semantics></math> 0.000 0.211 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.252.252.252.252.252.252.3.m1.1"><semantics id="A4.T9.252.252.252.252.252.252.3.m1.1a"><mo id="A4.T9.252.252.252.252.252.252.3.m1.1.1" mathcolor="#000000" xref="A4.T9.252.252.252.252.252.252.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.252.252.252.252.252.252.3.m1.1b"><csymbol cd="latexml" id="A4.T9.252.252.252.252.252.252.3.m1.1.1.cmml" xref="A4.T9.252.252.252.252.252.252.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.252.252.252.252.252.252.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.252.252.252.252.252.252.3.m1.1d">±</annotation></semantics></math> 0.049 0.124 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.253.253.253.253.253.253.4.1.m1.1"><semantics id="A4.T9.253.253.253.253.253.253.4.1.m1.1a"><mo id="A4.T9.253.253.253.253.253.253.4.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.253.253.253.253.253.253.4.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.253.253.253.253.253.253.4.1.m1.1b"><csymbol cd="latexml" id="A4.T9.253.253.253.253.253.253.4.1.m1.1.1.cmml" xref="A4.T9.253.253.253.253.253.253.4.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.253.253.253.253.253.253.4.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.253.253.253.253.253.253.4.1.m1.1d">±</annotation></semantics></math> 0.016 0.003 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.254.254.254.254.254.254.5.1.m1.1"><semantics id="A4.T9.254.254.254.254.254.254.5.1.m1.1a"><mo id="A4.T9.254.254.254.254.254.254.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.254.254.254.254.254.254.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.254.254.254.254.254.254.5.1.m1.1b"><csymbol cd="latexml" id="A4.T9.254.254.254.254.254.254.5.1.m1.1.1.cmml" xref="A4.T9.254.254.254.254.254.254.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.254.254.254.254.254.254.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.254.254.254.254.254.254.5.1.m1.1d">±</annotation></semantics></math> 0.001 0.005 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.255.255.255.255.255.255.6.m1.1"><semantics id="A4.T9.255.255.255.255.255.255.6.m1.1a"><mo id="A4.T9.255.255.255.255.255.255.6.m1.1.1" mathcolor="#000000" xref="A4.T9.255.255.255.255.255.255.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.255.255.255.255.255.255.6.m1.1b"><csymbol cd="latexml" id="A4.T9.255.255.255.255.255.255.6.m1.1.1.cmml" xref="A4.T9.255.255.255.255.255.255.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.255.255.255.255.255.255.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.255.255.255.255.255.255.6.m1.1d">±</annotation></semantics></math> 0.003 0.915 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.256.256.256.256.256.256.7.m1.1"><semantics id="A4.T9.256.256.256.256.256.256.7.m1.1a"><mo id="A4.T9.256.256.256.256.256.256.7.m1.1.1" mathcolor="#000000" xref="A4.T9.256.256.256.256.256.256.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.256.256.256.256.256.256.7.m1.1b"><csymbol cd="latexml" id="A4.T9.256.256.256.256.256.256.7.m1.1.1.cmml" xref="A4.T9.256.256.256.256.256.256.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.256.256.256.256.256.256.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.256.256.256.256.256.256.7.m1.1d">±</annotation></semantics></math> 0.018 0.926 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.257.257.257.257.257.257.8.1.m1.1"><semantics id="A4.T9.257.257.257.257.257.257.8.1.m1.1a"><mo id="A4.T9.257.257.257.257.257.257.8.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.257.257.257.257.257.257.8.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.257.257.257.257.257.257.8.1.m1.1b"><csymbol cd="latexml" id="A4.T9.257.257.257.257.257.257.8.1.m1.1.1.cmml" xref="A4.T9.257.257.257.257.257.257.8.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.257.257.257.257.257.257.8.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.257.257.257.257.257.257.8.1.m1.1d">±</annotation></semantics></math> 0.000 0.940 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.258.258.258.258.258.258.9.m1.1"><semantics id="A4.T9.258.258.258.258.258.258.9.m1.1a"><mo id="A4.T9.258.258.258.258.258.258.9.m1.1.1" mathcolor="#000000" xref="A4.T9.258.258.258.258.258.258.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.258.258.258.258.258.258.9.m1.1b"><csymbol cd="latexml" id="A4.T9.258.258.258.258.258.258.9.m1.1.1.cmml" xref="A4.T9.258.258.258.258.258.258.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.258.258.258.258.258.258.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.258.258.258.258.258.258.9.m1.1d">±</annotation></semantics></math> 0.014 0.964 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.259.259.259.259.259.259.10.1.m1.1"><semantics id="A4.T9.259.259.259.259.259.259.10.1.m1.1a"><mo id="A4.T9.259.259.259.259.259.259.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.259.259.259.259.259.259.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.259.259.259.259.259.259.10.1.m1.1b"><csymbol cd="latexml" id="A4.T9.259.259.259.259.259.259.10.1.m1.1.1.cmml" xref="A4.T9.259.259.259.259.259.259.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.259.259.259.259.259.259.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.259.259.259.259.259.259.10.1.m1.1d">±</annotation></semantics></math> 0.005 0.953 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.260.260.260.260.260.260.11.1.m1.1"><semantics id="A4.T9.260.260.260.260.260.260.11.1.m1.1a"><mo id="A4.T9.260.260.260.260.260.260.11.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T9.260.260.260.260.260.260.11.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.260.260.260.260.260.260.11.1.m1.1b"><csymbol cd="latexml" id="A4.T9.260.260.260.260.260.260.11.1.m1.1.1.cmml" xref="A4.T9.260.260.260.260.260.260.11.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.260.260.260.260.260.260.11.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.260.260.260.260.260.260.11.1.m1.1d">±</annotation></semantics></math> 0.017 0.923 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T9.261.261.261.261.261.261.12.m1.1"><semantics id="A4.T9.261.261.261.261.261.261.12.m1.1a"><mo id="A4.T9.261.261.261.261.261.261.12.m1.1.1" mathcolor="#000000" xref="A4.T9.261.261.261.261.261.261.12.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T9.261.261.261.261.261.261.12.m1.1b"><csymbol cd="latexml" id="A4.T9.261.261.261.261.261.261.12.m1.1.1.cmml" xref="A4.T9.261.261.261.261.261.261.12.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T9.261.261.261.261.261.261.12.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T9.261.261.261.261.261.261.12.m1.1d">±</annotation></semantics></math> 0.042 Avg. train 0.048 0.014 0.040 0.018 0.002 0.000 0.930 0.980 0.982 0.992 0.960 0.995 Avg. test 0.078 0.035 0.125 0.068 0.005 0.003 0.894 0.956 0.946 0.967 0.927 0.968 </div> <figcaption class="ltx_caption ltx_centering">Table 9: Comparison of other tasks, including prediction of slew, net delay and cell delay. 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Experiments are implemented on five different random seeds. </figcaption> </figure> <div class="ltx_para" id="A4.SS2.p2"> We also evaluate different methods with Mean Squared Error (MSE) shown in Table <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.T10" title="Table 10 ‣ D.2 Experiments on Other Metrics ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">10</a>. </div> <figure class="ltx_table" id="A4.T10"> <div class="ltx_inline-block ltx_align_center ltx_transformed_outer" id="A4.T10.213" style="width:700.9pt;height:451pt;vertical-align:-1.0pt;"> Dataset MSE (<math alttext="\downarrow" class="ltx_Math" display="inline" id="A4.T10.1.1.1.1.1.1.1.m1.1"><semantics id="A4.T10.1.1.1.1.1.1.1.m1.1a"><mo id="A4.T10.1.1.1.1.1.1.1.m1.1.1" mathcolor="#000000" stretchy="false" xref="A4.T10.1.1.1.1.1.1.1.m1.1.1.cmml">↓</mo><annotation-xml 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0.161 0.668 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.12.12.12.12.12.12.9.m1.1"><semantics id="A4.T10.12.12.12.12.12.12.9.m1.1a"><mo id="A4.T10.12.12.12.12.12.12.9.m1.1.1" mathcolor="#000000" xref="A4.T10.12.12.12.12.12.12.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.12.12.12.12.12.12.9.m1.1b"><csymbol cd="latexml" id="A4.T10.12.12.12.12.12.12.9.m1.1.1.cmml" xref="A4.T10.12.12.12.12.12.12.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.12.12.12.12.12.12.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.12.12.12.12.12.12.9.m1.1d">±</annotation></semantics></math> 0.252 0.986 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.13.13.13.13.13.13.10.1.m1.1"><semantics id="A4.T10.13.13.13.13.13.13.10.1.m1.1a"><mo id="A4.T10.13.13.13.13.13.13.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.13.13.13.13.13.13.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.13.13.13.13.13.13.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.13.13.13.13.13.13.10.1.m1.1.1.cmml" xref="A4.T10.13.13.13.13.13.13.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.13.13.13.13.13.13.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.13.13.13.13.13.13.10.1.m1.1d">±</annotation></semantics></math> 0.006 aes128 3.195 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.14.14.14.14.14.14.1.m1.1"><semantics id="A4.T10.14.14.14.14.14.14.1.m1.1a"><mo id="A4.T10.14.14.14.14.14.14.1.m1.1.1" mathcolor="#000000" xref="A4.T10.14.14.14.14.14.14.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.14.14.14.14.14.14.1.m1.1b"><csymbol cd="latexml" id="A4.T10.14.14.14.14.14.14.1.m1.1.1.cmml" xref="A4.T10.14.14.14.14.14.14.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.14.14.14.14.14.14.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.14.14.14.14.14.14.1.m1.1d">±</annotation></semantics></math> 1.426 6.096 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.15.15.15.15.15.15.2.m1.1"><semantics id="A4.T10.15.15.15.15.15.15.2.m1.1a"><mo id="A4.T10.15.15.15.15.15.15.2.m1.1.1" mathcolor="#000000" xref="A4.T10.15.15.15.15.15.15.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.15.15.15.15.15.15.2.m1.1b"><csymbol cd="latexml" id="A4.T10.15.15.15.15.15.15.2.m1.1.1.cmml" xref="A4.T10.15.15.15.15.15.15.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.15.15.15.15.15.15.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.15.15.15.15.15.15.2.m1.1d">±</annotation></semantics></math> 2.282 4.346 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.16.16.16.16.16.16.3.m1.1"><semantics id="A4.T10.16.16.16.16.16.16.3.m1.1a"><mo id="A4.T10.16.16.16.16.16.16.3.m1.1.1" mathcolor="#000000" xref="A4.T10.16.16.16.16.16.16.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.16.16.16.16.16.16.3.m1.1b"><csymbol cd="latexml" id="A4.T10.16.16.16.16.16.16.3.m1.1.1.cmml" xref="A4.T10.16.16.16.16.16.16.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.16.16.16.16.16.16.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.16.16.16.16.16.16.3.m1.1d">±</annotation></semantics></math> 1.279 4.581 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.17.17.17.17.17.17.4.m1.1"><semantics id="A4.T10.17.17.17.17.17.17.4.m1.1a"><mo id="A4.T10.17.17.17.17.17.17.4.m1.1.1" mathcolor="#000000" xref="A4.T10.17.17.17.17.17.17.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.17.17.17.17.17.17.4.m1.1b"><csymbol cd="latexml" id="A4.T10.17.17.17.17.17.17.4.m1.1.1.cmml" xref="A4.T10.17.17.17.17.17.17.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.17.17.17.17.17.17.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.17.17.17.17.17.17.4.m1.1d">±</annotation></semantics></math> 2.470 0.307 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.18.18.18.18.18.18.5.1.m1.1"><semantics id="A4.T10.18.18.18.18.18.18.5.1.m1.1a"><mo id="A4.T10.18.18.18.18.18.18.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.18.18.18.18.18.18.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.18.18.18.18.18.18.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.18.18.18.18.18.18.5.1.m1.1.1.cmml" xref="A4.T10.18.18.18.18.18.18.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.18.18.18.18.18.18.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.18.18.18.18.18.18.5.1.m1.1d">±</annotation></semantics></math> 0.024 0.458 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.19.19.19.19.19.19.6.m1.1"><semantics id="A4.T10.19.19.19.19.19.19.6.m1.1a"><mo id="A4.T10.19.19.19.19.19.19.6.m1.1.1" mathcolor="#000000" xref="A4.T10.19.19.19.19.19.19.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.19.19.19.19.19.19.6.m1.1b"><csymbol cd="latexml" id="A4.T10.19.19.19.19.19.19.6.m1.1.1.cmml" xref="A4.T10.19.19.19.19.19.19.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.19.19.19.19.19.19.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.19.19.19.19.19.19.6.m1.1d">±</annotation></semantics></math> 0.207 -0.245 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.20.20.20.20.20.20.7.m1.1"><semantics id="A4.T10.20.20.20.20.20.20.7.m1.1a"><mo id="A4.T10.20.20.20.20.20.20.7.m1.1.1" mathcolor="#000000" xref="A4.T10.20.20.20.20.20.20.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.20.20.20.20.20.20.7.m1.1b"><csymbol cd="latexml" id="A4.T10.20.20.20.20.20.20.7.m1.1.1.cmml" xref="A4.T10.20.20.20.20.20.20.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.20.20.20.20.20.20.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.20.20.20.20.20.20.7.m1.1d">±</annotation></semantics></math> 0.340 0.029 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.21.21.21.21.21.21.8.m1.1"><semantics id="A4.T10.21.21.21.21.21.21.8.m1.1a"><mo id="A4.T10.21.21.21.21.21.21.8.m1.1.1" mathcolor="#000000" xref="A4.T10.21.21.21.21.21.21.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.21.21.21.21.21.21.8.m1.1b"><csymbol cd="latexml" id="A4.T10.21.21.21.21.21.21.8.m1.1.1.cmml" xref="A4.T10.21.21.21.21.21.21.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.21.21.21.21.21.21.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.21.21.21.21.21.21.8.m1.1d">±</annotation></semantics></math> 0.352 -0.055 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.22.22.22.22.22.22.9.m1.1"><semantics id="A4.T10.22.22.22.22.22.22.9.m1.1a"><mo id="A4.T10.22.22.22.22.22.22.9.m1.1.1" mathcolor="#000000" xref="A4.T10.22.22.22.22.22.22.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.22.22.22.22.22.22.9.m1.1b"><csymbol cd="latexml" id="A4.T10.22.22.22.22.22.22.9.m1.1.1.cmml" xref="A4.T10.22.22.22.22.22.22.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.22.22.22.22.22.22.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.22.22.22.22.22.22.9.m1.1d">±</annotation></semantics></math> 0.312 0.822 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.23.23.23.23.23.23.10.1.m1.1"><semantics id="A4.T10.23.23.23.23.23.23.10.1.m1.1a"><mo id="A4.T10.23.23.23.23.23.23.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.23.23.23.23.23.23.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.23.23.23.23.23.23.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.23.23.23.23.23.23.10.1.m1.1.1.cmml" xref="A4.T10.23.23.23.23.23.23.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.23.23.23.23.23.23.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.23.23.23.23.23.23.10.1.m1.1d">±</annotation></semantics></math> 0.008 aes256 3.119 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.24.24.24.24.24.24.1.m1.1"><semantics id="A4.T10.24.24.24.24.24.24.1.m1.1a"><mo id="A4.T10.24.24.24.24.24.24.1.m1.1.1" mathcolor="#000000" xref="A4.T10.24.24.24.24.24.24.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.24.24.24.24.24.24.1.m1.1b"><csymbol cd="latexml" id="A4.T10.24.24.24.24.24.24.1.m1.1.1.cmml" xref="A4.T10.24.24.24.24.24.24.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.24.24.24.24.24.24.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.24.24.24.24.24.24.1.m1.1d">±</annotation></semantics></math> 1.408 7.078 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.25.25.25.25.25.25.2.m1.1"><semantics id="A4.T10.25.25.25.25.25.25.2.m1.1a"><mo id="A4.T10.25.25.25.25.25.25.2.m1.1.1" mathcolor="#000000" xref="A4.T10.25.25.25.25.25.25.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.25.25.25.25.25.25.2.m1.1b"><csymbol cd="latexml" id="A4.T10.25.25.25.25.25.25.2.m1.1.1.cmml" xref="A4.T10.25.25.25.25.25.25.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.25.25.25.25.25.25.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.25.25.25.25.25.25.2.m1.1d">±</annotation></semantics></math> 2.778 4.617 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.26.26.26.26.26.26.3.m1.1"><semantics id="A4.T10.26.26.26.26.26.26.3.m1.1a"><mo id="A4.T10.26.26.26.26.26.26.3.m1.1.1" mathcolor="#000000" xref="A4.T10.26.26.26.26.26.26.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.26.26.26.26.26.26.3.m1.1b"><csymbol cd="latexml" id="A4.T10.26.26.26.26.26.26.3.m1.1.1.cmml" xref="A4.T10.26.26.26.26.26.26.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.26.26.26.26.26.26.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.26.26.26.26.26.26.3.m1.1d">±</annotation></semantics></math> 1.489 3.238 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.27.27.27.27.27.27.4.m1.1"><semantics id="A4.T10.27.27.27.27.27.27.4.m1.1a"><mo id="A4.T10.27.27.27.27.27.27.4.m1.1.1" mathcolor="#000000" xref="A4.T10.27.27.27.27.27.27.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.27.27.27.27.27.27.4.m1.1b"><csymbol cd="latexml" id="A4.T10.27.27.27.27.27.27.4.m1.1.1.cmml" xref="A4.T10.27.27.27.27.27.27.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.27.27.27.27.27.27.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.27.27.27.27.27.27.4.m1.1d">±</annotation></semantics></math> 1.037 0.169 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.28.28.28.28.28.28.5.1.m1.1"><semantics id="A4.T10.28.28.28.28.28.28.5.1.m1.1a"><mo id="A4.T10.28.28.28.28.28.28.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.28.28.28.28.28.28.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.28.28.28.28.28.28.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.28.28.28.28.28.28.5.1.m1.1.1.cmml" xref="A4.T10.28.28.28.28.28.28.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.28.28.28.28.28.28.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.28.28.28.28.28.28.5.1.m1.1d">±</annotation></semantics></math> 0.079 0.581 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.29.29.29.29.29.29.6.m1.1"><semantics id="A4.T10.29.29.29.29.29.29.6.m1.1a"><mo id="A4.T10.29.29.29.29.29.29.6.m1.1.1" mathcolor="#000000" xref="A4.T10.29.29.29.29.29.29.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.29.29.29.29.29.29.6.m1.1b"><csymbol cd="latexml" id="A4.T10.29.29.29.29.29.29.6.m1.1.1.cmml" xref="A4.T10.29.29.29.29.29.29.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.29.29.29.29.29.29.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.29.29.29.29.29.29.6.m1.1d">±</annotation></semantics></math> 0.151 -0.097 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.30.30.30.30.30.30.7.m1.1"><semantics id="A4.T10.30.30.30.30.30.30.7.m1.1a"><mo id="A4.T10.30.30.30.30.30.30.7.m1.1.1" mathcolor="#000000" xref="A4.T10.30.30.30.30.30.30.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.30.30.30.30.30.30.7.m1.1b"><csymbol cd="latexml" id="A4.T10.30.30.30.30.30.30.7.m1.1.1.cmml" xref="A4.T10.30.30.30.30.30.30.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.30.30.30.30.30.30.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.30.30.30.30.30.30.7.m1.1d">±</annotation></semantics></math> 0.306 0.067 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.31.31.31.31.31.31.8.m1.1"><semantics id="A4.T10.31.31.31.31.31.31.8.m1.1a"><mo id="A4.T10.31.31.31.31.31.31.8.m1.1.1" mathcolor="#000000" xref="A4.T10.31.31.31.31.31.31.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.31.31.31.31.31.31.8.m1.1b"><csymbol cd="latexml" id="A4.T10.31.31.31.31.31.31.8.m1.1.1.cmml" xref="A4.T10.31.31.31.31.31.31.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.31.31.31.31.31.31.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.31.31.31.31.31.31.8.m1.1d">±</annotation></semantics></math> 0.311 0.499 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.32.32.32.32.32.32.9.m1.1"><semantics id="A4.T10.32.32.32.32.32.32.9.m1.1a"><mo id="A4.T10.32.32.32.32.32.32.9.m1.1.1" mathcolor="#000000" xref="A4.T10.32.32.32.32.32.32.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.32.32.32.32.32.32.9.m1.1b"><csymbol cd="latexml" id="A4.T10.32.32.32.32.32.32.9.m1.1.1.cmml" xref="A4.T10.32.32.32.32.32.32.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.32.32.32.32.32.32.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.32.32.32.32.32.32.9.m1.1d">±</annotation></semantics></math> 0.102 0.937 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.33.33.33.33.33.33.10.1.m1.1"><semantics id="A4.T10.33.33.33.33.33.33.10.1.m1.1a"><mo id="A4.T10.33.33.33.33.33.33.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.33.33.33.33.33.33.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.33.33.33.33.33.33.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.33.33.33.33.33.33.10.1.m1.1.1.cmml" xref="A4.T10.33.33.33.33.33.33.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.33.33.33.33.33.33.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.33.33.33.33.33.33.10.1.m1.1d">±</annotation></semantics></math> 0.023 aes_cipher 1.391 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.34.34.34.34.34.34.1.m1.1"><semantics id="A4.T10.34.34.34.34.34.34.1.m1.1a"><mo id="A4.T10.34.34.34.34.34.34.1.m1.1.1" mathcolor="#000000" xref="A4.T10.34.34.34.34.34.34.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.34.34.34.34.34.34.1.m1.1b"><csymbol cd="latexml" id="A4.T10.34.34.34.34.34.34.1.m1.1.1.cmml" xref="A4.T10.34.34.34.34.34.34.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.34.34.34.34.34.34.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.34.34.34.34.34.34.1.m1.1d">±</annotation></semantics></math> 0.569 2.408 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.35.35.35.35.35.35.2.m1.1"><semantics id="A4.T10.35.35.35.35.35.35.2.m1.1a"><mo id="A4.T10.35.35.35.35.35.35.2.m1.1.1" mathcolor="#000000" xref="A4.T10.35.35.35.35.35.35.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.35.35.35.35.35.35.2.m1.1b"><csymbol cd="latexml" id="A4.T10.35.35.35.35.35.35.2.m1.1.1.cmml" xref="A4.T10.35.35.35.35.35.35.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.35.35.35.35.35.35.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.35.35.35.35.35.35.2.m1.1d">±</annotation></semantics></math> 0.899 2.269 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.36.36.36.36.36.36.3.m1.1"><semantics id="A4.T10.36.36.36.36.36.36.3.m1.1a"><mo id="A4.T10.36.36.36.36.36.36.3.m1.1.1" mathcolor="#000000" xref="A4.T10.36.36.36.36.36.36.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.36.36.36.36.36.36.3.m1.1b"><csymbol cd="latexml" id="A4.T10.36.36.36.36.36.36.3.m1.1.1.cmml" xref="A4.T10.36.36.36.36.36.36.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.36.36.36.36.36.36.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.36.36.36.36.36.36.3.m1.1d">±</annotation></semantics></math> 0.958 0.429 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.37.37.37.37.37.37.4.m1.1"><semantics id="A4.T10.37.37.37.37.37.37.4.m1.1a"><mo id="A4.T10.37.37.37.37.37.37.4.m1.1.1" mathcolor="#000000" xref="A4.T10.37.37.37.37.37.37.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.37.37.37.37.37.37.4.m1.1b"><csymbol cd="latexml" id="A4.T10.37.37.37.37.37.37.4.m1.1.1.cmml" xref="A4.T10.37.37.37.37.37.37.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.37.37.37.37.37.37.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.37.37.37.37.37.37.4.m1.1d">±</annotation></semantics></math> 0.255 0.034 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.38.38.38.38.38.38.5.1.m1.1"><semantics id="A4.T10.38.38.38.38.38.38.5.1.m1.1a"><mo id="A4.T10.38.38.38.38.38.38.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.38.38.38.38.38.38.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.38.38.38.38.38.38.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.38.38.38.38.38.38.5.1.m1.1.1.cmml" xref="A4.T10.38.38.38.38.38.38.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.38.38.38.38.38.38.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.38.38.38.38.38.38.5.1.m1.1d">±</annotation></semantics></math> 0.007 0.020 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.39.39.39.39.39.39.6.m1.1"><semantics id="A4.T10.39.39.39.39.39.39.6.m1.1a"><mo id="A4.T10.39.39.39.39.39.39.6.m1.1.1" mathcolor="#000000" xref="A4.T10.39.39.39.39.39.39.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.39.39.39.39.39.39.6.m1.1b"><csymbol cd="latexml" id="A4.T10.39.39.39.39.39.39.6.m1.1.1.cmml" xref="A4.T10.39.39.39.39.39.39.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.39.39.39.39.39.39.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.39.39.39.39.39.39.6.m1.1d">±</annotation></semantics></math> 0.447 -0.438 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.40.40.40.40.40.40.7.m1.1"><semantics id="A4.T10.40.40.40.40.40.40.7.m1.1a"><mo id="A4.T10.40.40.40.40.40.40.7.m1.1.1" mathcolor="#000000" xref="A4.T10.40.40.40.40.40.40.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.40.40.40.40.40.40.7.m1.1b"><csymbol cd="latexml" id="A4.T10.40.40.40.40.40.40.7.m1.1.1.cmml" xref="A4.T10.40.40.40.40.40.40.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.40.40.40.40.40.40.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.40.40.40.40.40.40.7.m1.1d">±</annotation></semantics></math> 0.427 -0.162 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.41.41.41.41.41.41.8.m1.1"><semantics id="A4.T10.41.41.41.41.41.41.8.m1.1a"><mo id="A4.T10.41.41.41.41.41.41.8.m1.1.1" mathcolor="#000000" xref="A4.T10.41.41.41.41.41.41.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.41.41.41.41.41.41.8.m1.1b"><csymbol cd="latexml" id="A4.T10.41.41.41.41.41.41.8.m1.1.1.cmml" xref="A4.T10.41.41.41.41.41.41.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.41.41.41.41.41.41.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.41.41.41.41.41.41.8.m1.1d">±</annotation></semantics></math> 0.242 0.644 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.42.42.42.42.42.42.9.m1.1"><semantics id="A4.T10.42.42.42.42.42.42.9.m1.1a"><mo id="A4.T10.42.42.42.42.42.42.9.m1.1.1" mathcolor="#000000" xref="A4.T10.42.42.42.42.42.42.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.42.42.42.42.42.42.9.m1.1b"><csymbol cd="latexml" id="A4.T10.42.42.42.42.42.42.9.m1.1.1.cmml" xref="A4.T10.42.42.42.42.42.42.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.42.42.42.42.42.42.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.42.42.42.42.42.42.9.m1.1d">±</annotation></semantics></math> 0.123 0.967 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.43.43.43.43.43.43.10.1.m1.1"><semantics id="A4.T10.43.43.43.43.43.43.10.1.m1.1a"><mo id="A4.T10.43.43.43.43.43.43.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.43.43.43.43.43.43.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.43.43.43.43.43.43.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.43.43.43.43.43.43.10.1.m1.1.1.cmml" xref="A4.T10.43.43.43.43.43.43.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.43.43.43.43.43.43.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.43.43.43.43.43.43.10.1.m1.1d">±</annotation></semantics></math> 0.000 blabla 6.123 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.44.44.44.44.44.44.1.m1.1"><semantics id="A4.T10.44.44.44.44.44.44.1.m1.1a"><mo id="A4.T10.44.44.44.44.44.44.1.m1.1.1" mathcolor="#000000" xref="A4.T10.44.44.44.44.44.44.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.44.44.44.44.44.44.1.m1.1b"><csymbol cd="latexml" id="A4.T10.44.44.44.44.44.44.1.m1.1.1.cmml" xref="A4.T10.44.44.44.44.44.44.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.44.44.44.44.44.44.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.44.44.44.44.44.44.1.m1.1d">±</annotation></semantics></math> 3.651 17.083 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.45.45.45.45.45.45.2.m1.1"><semantics id="A4.T10.45.45.45.45.45.45.2.m1.1a"><mo id="A4.T10.45.45.45.45.45.45.2.m1.1.1" mathcolor="#000000" xref="A4.T10.45.45.45.45.45.45.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.45.45.45.45.45.45.2.m1.1b"><csymbol cd="latexml" id="A4.T10.45.45.45.45.45.45.2.m1.1.1.cmml" xref="A4.T10.45.45.45.45.45.45.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.45.45.45.45.45.45.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.45.45.45.45.45.45.2.m1.1d">±</annotation></semantics></math> 7.588 14.044 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.46.46.46.46.46.46.3.m1.1"><semantics id="A4.T10.46.46.46.46.46.46.3.m1.1a"><mo id="A4.T10.46.46.46.46.46.46.3.m1.1.1" mathcolor="#000000" xref="A4.T10.46.46.46.46.46.46.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.46.46.46.46.46.46.3.m1.1b"><csymbol cd="latexml" id="A4.T10.46.46.46.46.46.46.3.m1.1.1.cmml" xref="A4.T10.46.46.46.46.46.46.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.46.46.46.46.46.46.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.46.46.46.46.46.46.3.m1.1d">±</annotation></semantics></math> 6.629 3.475 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.47.47.47.47.47.47.4.m1.1"><semantics id="A4.T10.47.47.47.47.47.47.4.m1.1a"><mo id="A4.T10.47.47.47.47.47.47.4.m1.1.1" mathcolor="#000000" xref="A4.T10.47.47.47.47.47.47.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.47.47.47.47.47.47.4.m1.1b"><csymbol cd="latexml" id="A4.T10.47.47.47.47.47.47.4.m1.1.1.cmml" xref="A4.T10.47.47.47.47.47.47.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.47.47.47.47.47.47.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.47.47.47.47.47.47.4.m1.1d">±</annotation></semantics></math> 1.125 0.233 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.48.48.48.48.48.48.5.1.m1.1"><semantics id="A4.T10.48.48.48.48.48.48.5.1.m1.1a"><mo id="A4.T10.48.48.48.48.48.48.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.48.48.48.48.48.48.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.48.48.48.48.48.48.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.48.48.48.48.48.48.5.1.m1.1.1.cmml" xref="A4.T10.48.48.48.48.48.48.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.48.48.48.48.48.48.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.48.48.48.48.48.48.5.1.m1.1d">±</annotation></semantics></math> 0.076 0.889 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.49.49.49.49.49.49.6.m1.1"><semantics id="A4.T10.49.49.49.49.49.49.6.m1.1a"><mo id="A4.T10.49.49.49.49.49.49.6.m1.1.1" mathcolor="#000000" xref="A4.T10.49.49.49.49.49.49.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.49.49.49.49.49.49.6.m1.1b"><csymbol cd="latexml" id="A4.T10.49.49.49.49.49.49.6.m1.1.1.cmml" xref="A4.T10.49.49.49.49.49.49.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.49.49.49.49.49.49.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.49.49.49.49.49.49.6.m1.1d">±</annotation></semantics></math> 0.073 0.679 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.50.50.50.50.50.50.7.m1.1"><semantics id="A4.T10.50.50.50.50.50.50.7.m1.1a"><mo id="A4.T10.50.50.50.50.50.50.7.m1.1.1" mathcolor="#000000" xref="A4.T10.50.50.50.50.50.50.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.50.50.50.50.50.50.7.m1.1b"><csymbol cd="latexml" id="A4.T10.50.50.50.50.50.50.7.m1.1.1.cmml" xref="A4.T10.50.50.50.50.50.50.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.50.50.50.50.50.50.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.50.50.50.50.50.50.7.m1.1d">±</annotation></semantics></math> 0.131 0.737 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.51.51.51.51.51.51.8.m1.1"><semantics id="A4.T10.51.51.51.51.51.51.8.m1.1a"><mo id="A4.T10.51.51.51.51.51.51.8.m1.1.1" mathcolor="#000000" xref="A4.T10.51.51.51.51.51.51.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.51.51.51.51.51.51.8.m1.1b"><csymbol cd="latexml" id="A4.T10.51.51.51.51.51.51.8.m1.1.1.cmml" xref="A4.T10.51.51.51.51.51.51.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.51.51.51.51.51.51.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.51.51.51.51.51.51.8.m1.1d">±</annotation></semantics></math> 0.122 0.958 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.52.52.52.52.52.52.9.m1.1"><semantics id="A4.T10.52.52.52.52.52.52.9.m1.1a"><mo id="A4.T10.52.52.52.52.52.52.9.m1.1.1" mathcolor="#000000" xref="A4.T10.52.52.52.52.52.52.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.52.52.52.52.52.52.9.m1.1b"><csymbol cd="latexml" id="A4.T10.52.52.52.52.52.52.9.m1.1.1.cmml" xref="A4.T10.52.52.52.52.52.52.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.52.52.52.52.52.52.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.52.52.52.52.52.52.9.m1.1d">±</annotation></semantics></math> 0.013 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.53.53.53.53.53.53.10.1.m1.1"><semantics id="A4.T10.53.53.53.53.53.53.10.1.m1.1a"><mo id="A4.T10.53.53.53.53.53.53.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.53.53.53.53.53.53.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.53.53.53.53.53.53.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.53.53.53.53.53.53.10.1.m1.1.1.cmml" xref="A4.T10.53.53.53.53.53.53.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.53.53.53.53.53.53.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.53.53.53.53.53.53.10.1.m1.1d">±</annotation></semantics></math> 0.001 cic_decimator 0.468 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.54.54.54.54.54.54.1.m1.1"><semantics id="A4.T10.54.54.54.54.54.54.1.m1.1a"><mo id="A4.T10.54.54.54.54.54.54.1.m1.1.1" mathcolor="#000000" xref="A4.T10.54.54.54.54.54.54.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.54.54.54.54.54.54.1.m1.1b"><csymbol cd="latexml" id="A4.T10.54.54.54.54.54.54.1.m1.1.1.cmml" xref="A4.T10.54.54.54.54.54.54.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.54.54.54.54.54.54.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.54.54.54.54.54.54.1.m1.1d">±</annotation></semantics></math> 0.184 0.738 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.55.55.55.55.55.55.2.m1.1"><semantics id="A4.T10.55.55.55.55.55.55.2.m1.1a"><mo id="A4.T10.55.55.55.55.55.55.2.m1.1.1" mathcolor="#000000" xref="A4.T10.55.55.55.55.55.55.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.55.55.55.55.55.55.2.m1.1b"><csymbol cd="latexml" id="A4.T10.55.55.55.55.55.55.2.m1.1.1.cmml" xref="A4.T10.55.55.55.55.55.55.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.55.55.55.55.55.55.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.55.55.55.55.55.55.2.m1.1d">±</annotation></semantics></math> 0.342 0.770 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.56.56.56.56.56.56.3.m1.1"><semantics id="A4.T10.56.56.56.56.56.56.3.m1.1a"><mo id="A4.T10.56.56.56.56.56.56.3.m1.1.1" mathcolor="#000000" xref="A4.T10.56.56.56.56.56.56.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.56.56.56.56.56.56.3.m1.1b"><csymbol cd="latexml" id="A4.T10.56.56.56.56.56.56.3.m1.1.1.cmml" xref="A4.T10.56.56.56.56.56.56.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.56.56.56.56.56.56.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.56.56.56.56.56.56.3.m1.1d">±</annotation></semantics></math> 0.225 0.091 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.57.57.57.57.57.57.4.m1.1"><semantics id="A4.T10.57.57.57.57.57.57.4.m1.1a"><mo id="A4.T10.57.57.57.57.57.57.4.m1.1.1" mathcolor="#000000" xref="A4.T10.57.57.57.57.57.57.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.57.57.57.57.57.57.4.m1.1b"><csymbol cd="latexml" id="A4.T10.57.57.57.57.57.57.4.m1.1.1.cmml" xref="A4.T10.57.57.57.57.57.57.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.57.57.57.57.57.57.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.57.57.57.57.57.57.4.m1.1d">±</annotation></semantics></math> 0.040 0.006 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.58.58.58.58.58.58.5.1.m1.1"><semantics id="A4.T10.58.58.58.58.58.58.5.1.m1.1a"><mo id="A4.T10.58.58.58.58.58.58.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.58.58.58.58.58.58.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.58.58.58.58.58.58.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.58.58.58.58.58.58.5.1.m1.1.1.cmml" xref="A4.T10.58.58.58.58.58.58.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.58.58.58.58.58.58.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.58.58.58.58.58.58.5.1.m1.1d">±</annotation></semantics></math> 0.000 0.719 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.59.59.59.59.59.59.6.m1.1"><semantics id="A4.T10.59.59.59.59.59.59.6.m1.1a"><mo id="A4.T10.59.59.59.59.59.59.6.m1.1.1" mathcolor="#000000" xref="A4.T10.59.59.59.59.59.59.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.59.59.59.59.59.59.6.m1.1b"><csymbol cd="latexml" id="A4.T10.59.59.59.59.59.59.6.m1.1.1.cmml" xref="A4.T10.59.59.59.59.59.59.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.59.59.59.59.59.59.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.59.59.59.59.59.59.6.m1.1d">±</annotation></semantics></math> 0.112 0.597 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.60.60.60.60.60.60.7.m1.1"><semantics id="A4.T10.60.60.60.60.60.60.7.m1.1a"><mo id="A4.T10.60.60.60.60.60.60.7.m1.1.1" mathcolor="#000000" xref="A4.T10.60.60.60.60.60.60.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.60.60.60.60.60.60.7.m1.1b"><csymbol cd="latexml" id="A4.T10.60.60.60.60.60.60.7.m1.1.1.cmml" xref="A4.T10.60.60.60.60.60.60.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.60.60.60.60.60.60.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.60.60.60.60.60.60.7.m1.1d">±</annotation></semantics></math> 0.163 0.589 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.61.61.61.61.61.61.8.m1.1"><semantics id="A4.T10.61.61.61.61.61.61.8.m1.1a"><mo id="A4.T10.61.61.61.61.61.61.8.m1.1.1" mathcolor="#000000" xref="A4.T10.61.61.61.61.61.61.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.61.61.61.61.61.61.8.m1.1b"><csymbol cd="latexml" id="A4.T10.61.61.61.61.61.61.8.m1.1.1.cmml" xref="A4.T10.61.61.61.61.61.61.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.61.61.61.61.61.61.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.61.61.61.61.61.61.8.m1.1d">±</annotation></semantics></math> 0.107 0.963 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.62.62.62.62.62.62.9.m1.1"><semantics id="A4.T10.62.62.62.62.62.62.9.m1.1a"><mo id="A4.T10.62.62.62.62.62.62.9.m1.1.1" mathcolor="#000000" xref="A4.T10.62.62.62.62.62.62.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.62.62.62.62.62.62.9.m1.1b"><csymbol cd="latexml" id="A4.T10.62.62.62.62.62.62.9.m1.1.1.cmml" xref="A4.T10.62.62.62.62.62.62.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.62.62.62.62.62.62.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.62.62.62.62.62.62.9.m1.1d">±</annotation></semantics></math> 0.014 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.63.63.63.63.63.63.10.1.m1.1"><semantics id="A4.T10.63.63.63.63.63.63.10.1.m1.1a"><mo id="A4.T10.63.63.63.63.63.63.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.63.63.63.63.63.63.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.63.63.63.63.63.63.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.63.63.63.63.63.63.10.1.m1.1.1.cmml" xref="A4.T10.63.63.63.63.63.63.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.63.63.63.63.63.63.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.63.63.63.63.63.63.10.1.m1.1d">±</annotation></semantics></math> 0.000 des 1.866 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.64.64.64.64.64.64.1.m1.1"><semantics id="A4.T10.64.64.64.64.64.64.1.m1.1a"><mo id="A4.T10.64.64.64.64.64.64.1.m1.1.1" mathcolor="#000000" xref="A4.T10.64.64.64.64.64.64.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.64.64.64.64.64.64.1.m1.1b"><csymbol cd="latexml" id="A4.T10.64.64.64.64.64.64.1.m1.1.1.cmml" xref="A4.T10.64.64.64.64.64.64.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.64.64.64.64.64.64.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.64.64.64.64.64.64.1.m1.1d">±</annotation></semantics></math> 1.662 11.066 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.65.65.65.65.65.65.2.m1.1"><semantics id="A4.T10.65.65.65.65.65.65.2.m1.1a"><mo id="A4.T10.65.65.65.65.65.65.2.m1.1.1" mathcolor="#000000" xref="A4.T10.65.65.65.65.65.65.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.65.65.65.65.65.65.2.m1.1b"><csymbol cd="latexml" id="A4.T10.65.65.65.65.65.65.2.m1.1.1.cmml" xref="A4.T10.65.65.65.65.65.65.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.65.65.65.65.65.65.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.65.65.65.65.65.65.2.m1.1d">±</annotation></semantics></math> 6.096 5.129 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.66.66.66.66.66.66.3.m1.1"><semantics id="A4.T10.66.66.66.66.66.66.3.m1.1a"><mo id="A4.T10.66.66.66.66.66.66.3.m1.1.1" mathcolor="#000000" xref="A4.T10.66.66.66.66.66.66.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.66.66.66.66.66.66.3.m1.1b"><csymbol cd="latexml" id="A4.T10.66.66.66.66.66.66.3.m1.1.1.cmml" xref="A4.T10.66.66.66.66.66.66.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.66.66.66.66.66.66.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.66.66.66.66.66.66.3.m1.1d">±</annotation></semantics></math> 5.805 0.856 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.67.67.67.67.67.67.4.m1.1"><semantics id="A4.T10.67.67.67.67.67.67.4.m1.1a"><mo id="A4.T10.67.67.67.67.67.67.4.m1.1.1" mathcolor="#000000" xref="A4.T10.67.67.67.67.67.67.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.67.67.67.67.67.67.4.m1.1b"><csymbol cd="latexml" id="A4.T10.67.67.67.67.67.67.4.m1.1.1.cmml" xref="A4.T10.67.67.67.67.67.67.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.67.67.67.67.67.67.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.67.67.67.67.67.67.4.m1.1d">±</annotation></semantics></math> 0.355 0.055 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.68.68.68.68.68.68.5.1.m1.1"><semantics id="A4.T10.68.68.68.68.68.68.5.1.m1.1a"><mo id="A4.T10.68.68.68.68.68.68.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.68.68.68.68.68.68.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.68.68.68.68.68.68.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.68.68.68.68.68.68.5.1.m1.1.1.cmml" xref="A4.T10.68.68.68.68.68.68.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.68.68.68.68.68.68.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.68.68.68.68.68.68.5.1.m1.1d">±</annotation></semantics></math> 0.004 0.924 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.69.69.69.69.69.69.6.m1.1"><semantics id="A4.T10.69.69.69.69.69.69.6.m1.1a"><mo id="A4.T10.69.69.69.69.69.69.6.m1.1.1" mathcolor="#000000" xref="A4.T10.69.69.69.69.69.69.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.69.69.69.69.69.69.6.m1.1b"><csymbol cd="latexml" id="A4.T10.69.69.69.69.69.69.6.m1.1.1.cmml" xref="A4.T10.69.69.69.69.69.69.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.69.69.69.69.69.69.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.69.69.69.69.69.69.6.m1.1d">±</annotation></semantics></math> 0.056 0.566 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.70.70.70.70.70.70.7.m1.1"><semantics id="A4.T10.70.70.70.70.70.70.7.m1.1a"><mo id="A4.T10.70.70.70.70.70.70.7.m1.1.1" mathcolor="#000000" xref="A4.T10.70.70.70.70.70.70.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.70.70.70.70.70.70.7.m1.1b"><csymbol cd="latexml" id="A4.T10.70.70.70.70.70.70.7.m1.1.1.cmml" xref="A4.T10.70.70.70.70.70.70.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.70.70.70.70.70.70.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.70.70.70.70.70.70.7.m1.1d">±</annotation></semantics></math> 0.225 0.776 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.71.71.71.71.71.71.8.m1.1"><semantics id="A4.T10.71.71.71.71.71.71.8.m1.1a"><mo id="A4.T10.71.71.71.71.71.71.8.m1.1.1" mathcolor="#000000" xref="A4.T10.71.71.71.71.71.71.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.71.71.71.71.71.71.8.m1.1b"><csymbol cd="latexml" id="A4.T10.71.71.71.71.71.71.8.m1.1.1.cmml" xref="A4.T10.71.71.71.71.71.71.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.71.71.71.71.71.71.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.71.71.71.71.71.71.8.m1.1d">±</annotation></semantics></math> 0.220 0.905 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.72.72.72.72.72.72.9.m1.1"><semantics id="A4.T10.72.72.72.72.72.72.9.m1.1a"><mo id="A4.T10.72.72.72.72.72.72.9.m1.1.1" mathcolor="#000000" xref="A4.T10.72.72.72.72.72.72.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.72.72.72.72.72.72.9.m1.1b"><csymbol cd="latexml" id="A4.T10.72.72.72.72.72.72.9.m1.1.1.cmml" xref="A4.T10.72.72.72.72.72.72.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.72.72.72.72.72.72.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.72.72.72.72.72.72.9.m1.1d">±</annotation></semantics></math> 0.058 0.993 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.73.73.73.73.73.73.10.1.m1.1"><semantics id="A4.T10.73.73.73.73.73.73.10.1.m1.1a"><mo id="A4.T10.73.73.73.73.73.73.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.73.73.73.73.73.73.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.73.73.73.73.73.73.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.73.73.73.73.73.73.10.1.m1.1.1.cmml" xref="A4.T10.73.73.73.73.73.73.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.73.73.73.73.73.73.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.73.73.73.73.73.73.10.1.m1.1d">±</annotation></semantics></math> 0.001 genericfir 0.234 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.74.74.74.74.74.74.1.m1.1"><semantics id="A4.T10.74.74.74.74.74.74.1.m1.1a"><mo id="A4.T10.74.74.74.74.74.74.1.m1.1.1" mathcolor="#000000" xref="A4.T10.74.74.74.74.74.74.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.74.74.74.74.74.74.1.m1.1b"><csymbol cd="latexml" id="A4.T10.74.74.74.74.74.74.1.m1.1.1.cmml" xref="A4.T10.74.74.74.74.74.74.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.74.74.74.74.74.74.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.74.74.74.74.74.74.1.m1.1d">±</annotation></semantics></math> 0.112 1.190 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.75.75.75.75.75.75.2.m1.1"><semantics id="A4.T10.75.75.75.75.75.75.2.m1.1a"><mo id="A4.T10.75.75.75.75.75.75.2.m1.1.1" mathcolor="#000000" xref="A4.T10.75.75.75.75.75.75.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.75.75.75.75.75.75.2.m1.1b"><csymbol cd="latexml" id="A4.T10.75.75.75.75.75.75.2.m1.1.1.cmml" xref="A4.T10.75.75.75.75.75.75.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.75.75.75.75.75.75.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.75.75.75.75.75.75.2.m1.1d">±</annotation></semantics></math> 0.613 0.359 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.76.76.76.76.76.76.3.m1.1"><semantics id="A4.T10.76.76.76.76.76.76.3.m1.1a"><mo id="A4.T10.76.76.76.76.76.76.3.m1.1.1" mathcolor="#000000" xref="A4.T10.76.76.76.76.76.76.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.76.76.76.76.76.76.3.m1.1b"><csymbol cd="latexml" id="A4.T10.76.76.76.76.76.76.3.m1.1.1.cmml" xref="A4.T10.76.76.76.76.76.76.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.76.76.76.76.76.76.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.76.76.76.76.76.76.3.m1.1d">±</annotation></semantics></math> 0.168 0.612 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.77.77.77.77.77.77.4.m1.1"><semantics id="A4.T10.77.77.77.77.77.77.4.m1.1a"><mo id="A4.T10.77.77.77.77.77.77.4.m1.1.1" mathcolor="#000000" xref="A4.T10.77.77.77.77.77.77.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.77.77.77.77.77.77.4.m1.1b"><csymbol cd="latexml" id="A4.T10.77.77.77.77.77.77.4.m1.1.1.cmml" xref="A4.T10.77.77.77.77.77.77.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.77.77.77.77.77.77.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.77.77.77.77.77.77.4.m1.1d">±</annotation></semantics></math> 0.099 0.085 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.78.78.78.78.78.78.5.1.m1.1"><semantics id="A4.T10.78.78.78.78.78.78.5.1.m1.1a"><mo id="A4.T10.78.78.78.78.78.78.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.78.78.78.78.78.78.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.78.78.78.78.78.78.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.78.78.78.78.78.78.5.1.m1.1.1.cmml" xref="A4.T10.78.78.78.78.78.78.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.78.78.78.78.78.78.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.78.78.78.78.78.78.5.1.m1.1d">±</annotation></semantics></math> 0.005 0.710 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.79.79.79.79.79.79.6.m1.1"><semantics id="A4.T10.79.79.79.79.79.79.6.m1.1a"><mo id="A4.T10.79.79.79.79.79.79.6.m1.1.1" mathcolor="#000000" xref="A4.T10.79.79.79.79.79.79.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.79.79.79.79.79.79.6.m1.1b"><csymbol cd="latexml" id="A4.T10.79.79.79.79.79.79.6.m1.1.1.cmml" xref="A4.T10.79.79.79.79.79.79.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.79.79.79.79.79.79.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.79.79.79.79.79.79.6.m1.1d">±</annotation></semantics></math> 0.122 -0.436 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.80.80.80.80.80.80.7.m1.1"><semantics id="A4.T10.80.80.80.80.80.80.7.m1.1a"><mo id="A4.T10.80.80.80.80.80.80.7.m1.1.1" mathcolor="#000000" xref="A4.T10.80.80.80.80.80.80.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.80.80.80.80.80.80.7.m1.1b"><csymbol cd="latexml" id="A4.T10.80.80.80.80.80.80.7.m1.1.1.cmml" xref="A4.T10.80.80.80.80.80.80.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.80.80.80.80.80.80.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.80.80.80.80.80.80.7.m1.1d">±</annotation></semantics></math> 0.733 0.503 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.81.81.81.81.81.81.8.m1.1"><semantics id="A4.T10.81.81.81.81.81.81.8.m1.1a"><mo id="A4.T10.81.81.81.81.81.81.8.m1.1.1" mathcolor="#000000" xref="A4.T10.81.81.81.81.81.81.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.81.81.81.81.81.81.8.m1.1b"><csymbol cd="latexml" id="A4.T10.81.81.81.81.81.81.8.m1.1.1.cmml" xref="A4.T10.81.81.81.81.81.81.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.81.81.81.81.81.81.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.81.81.81.81.81.81.8.m1.1d">±</annotation></semantics></math> 0.219 0.222 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.82.82.82.82.82.82.9.m1.1"><semantics id="A4.T10.82.82.82.82.82.82.9.m1.1a"><mo id="A4.T10.82.82.82.82.82.82.9.m1.1.1" mathcolor="#000000" xref="A4.T10.82.82.82.82.82.82.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.82.82.82.82.82.82.9.m1.1b"><csymbol cd="latexml" id="A4.T10.82.82.82.82.82.82.9.m1.1.1.cmml" xref="A4.T10.82.82.82.82.82.82.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.82.82.82.82.82.82.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.82.82.82.82.82.82.9.m1.1d">±</annotation></semantics></math> 0.123 0.871 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.83.83.83.83.83.83.10.1.m1.1"><semantics id="A4.T10.83.83.83.83.83.83.10.1.m1.1a"><mo id="A4.T10.83.83.83.83.83.83.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.83.83.83.83.83.83.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.83.83.83.83.83.83.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.83.83.83.83.83.83.10.1.m1.1.1.cmml" xref="A4.T10.83.83.83.83.83.83.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.83.83.83.83.83.83.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.83.83.83.83.83.83.10.1.m1.1d">±</annotation></semantics></math> 0.013 picorv32a 2.346 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.84.84.84.84.84.84.1.m1.1"><semantics id="A4.T10.84.84.84.84.84.84.1.m1.1a"><mo id="A4.T10.84.84.84.84.84.84.1.m1.1.1" mathcolor="#000000" xref="A4.T10.84.84.84.84.84.84.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.84.84.84.84.84.84.1.m1.1b"><csymbol cd="latexml" id="A4.T10.84.84.84.84.84.84.1.m1.1.1.cmml" xref="A4.T10.84.84.84.84.84.84.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.84.84.84.84.84.84.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.84.84.84.84.84.84.1.m1.1d">±</annotation></semantics></math> 1.033 4.952 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.85.85.85.85.85.85.2.m1.1"><semantics id="A4.T10.85.85.85.85.85.85.2.m1.1a"><mo id="A4.T10.85.85.85.85.85.85.2.m1.1.1" mathcolor="#000000" xref="A4.T10.85.85.85.85.85.85.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.85.85.85.85.85.85.2.m1.1b"><csymbol cd="latexml" id="A4.T10.85.85.85.85.85.85.2.m1.1.1.cmml" xref="A4.T10.85.85.85.85.85.85.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.85.85.85.85.85.85.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.85.85.85.85.85.85.2.m1.1d">±</annotation></semantics></math> 1.957 4.167 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.86.86.86.86.86.86.3.m1.1"><semantics id="A4.T10.86.86.86.86.86.86.3.m1.1a"><mo id="A4.T10.86.86.86.86.86.86.3.m1.1.1" mathcolor="#000000" xref="A4.T10.86.86.86.86.86.86.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.86.86.86.86.86.86.3.m1.1b"><csymbol cd="latexml" id="A4.T10.86.86.86.86.86.86.3.m1.1.1.cmml" xref="A4.T10.86.86.86.86.86.86.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.86.86.86.86.86.86.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.86.86.86.86.86.86.3.m1.1d">±</annotation></semantics></math> 1.440 1.386 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.87.87.87.87.87.87.4.m1.1"><semantics id="A4.T10.87.87.87.87.87.87.4.m1.1a"><mo id="A4.T10.87.87.87.87.87.87.4.m1.1.1" mathcolor="#000000" xref="A4.T10.87.87.87.87.87.87.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.87.87.87.87.87.87.4.m1.1b"><csymbol cd="latexml" id="A4.T10.87.87.87.87.87.87.4.m1.1.1.cmml" xref="A4.T10.87.87.87.87.87.87.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.87.87.87.87.87.87.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.87.87.87.87.87.87.4.m1.1d">±</annotation></semantics></math> 0.189 0.109 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.88.88.88.88.88.88.5.1.m1.1"><semantics id="A4.T10.88.88.88.88.88.88.5.1.m1.1a"><mo id="A4.T10.88.88.88.88.88.88.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.88.88.88.88.88.88.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.88.88.88.88.88.88.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.88.88.88.88.88.88.5.1.m1.1.1.cmml" xref="A4.T10.88.88.88.88.88.88.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.88.88.88.88.88.88.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.88.88.88.88.88.88.5.1.m1.1d">±</annotation></semantics></math> 0.028 0.672 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.89.89.89.89.89.89.6.m1.1"><semantics id="A4.T10.89.89.89.89.89.89.6.m1.1a"><mo id="A4.T10.89.89.89.89.89.89.6.m1.1.1" mathcolor="#000000" xref="A4.T10.89.89.89.89.89.89.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.89.89.89.89.89.89.6.m1.1b"><csymbol cd="latexml" id="A4.T10.89.89.89.89.89.89.6.m1.1.1.cmml" xref="A4.T10.89.89.89.89.89.89.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.89.89.89.89.89.89.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.89.89.89.89.89.89.6.m1.1d">±</annotation></semantics></math> 0.096 0.239 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.90.90.90.90.90.90.7.m1.1"><semantics id="A4.T10.90.90.90.90.90.90.7.m1.1a"><mo id="A4.T10.90.90.90.90.90.90.7.m1.1.1" mathcolor="#000000" xref="A4.T10.90.90.90.90.90.90.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.90.90.90.90.90.90.7.m1.1b"><csymbol cd="latexml" id="A4.T10.90.90.90.90.90.90.7.m1.1.1.cmml" xref="A4.T10.90.90.90.90.90.90.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.90.90.90.90.90.90.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.90.90.90.90.90.90.7.m1.1d">±</annotation></semantics></math> 0.240 0.425 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.91.91.91.91.91.91.8.m1.1"><semantics id="A4.T10.91.91.91.91.91.91.8.m1.1a"><mo id="A4.T10.91.91.91.91.91.91.8.m1.1.1" mathcolor="#000000" xref="A4.T10.91.91.91.91.91.91.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.91.91.91.91.91.91.8.m1.1b"><csymbol cd="latexml" id="A4.T10.91.91.91.91.91.91.8.m1.1.1.cmml" xref="A4.T10.91.91.91.91.91.91.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.91.91.91.91.91.91.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.91.91.91.91.91.91.8.m1.1d">±</annotation></semantics></math> 0.169 0.839 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.92.92.92.92.92.92.9.m1.1"><semantics id="A4.T10.92.92.92.92.92.92.9.m1.1a"><mo id="A4.T10.92.92.92.92.92.92.9.m1.1.1" mathcolor="#000000" xref="A4.T10.92.92.92.92.92.92.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.92.92.92.92.92.92.9.m1.1b"><csymbol cd="latexml" id="A4.T10.92.92.92.92.92.92.9.m1.1.1.cmml" xref="A4.T10.92.92.92.92.92.92.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.92.92.92.92.92.92.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.92.92.92.92.92.92.9.m1.1d">±</annotation></semantics></math> 0.045 0.974 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.93.93.93.93.93.93.10.1.m1.1"><semantics id="A4.T10.93.93.93.93.93.93.10.1.m1.1a"><mo id="A4.T10.93.93.93.93.93.93.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.93.93.93.93.93.93.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.93.93.93.93.93.93.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.93.93.93.93.93.93.10.1.m1.1.1.cmml" xref="A4.T10.93.93.93.93.93.93.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.93.93.93.93.93.93.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.93.93.93.93.93.93.10.1.m1.1d">±</annotation></semantics></math> 0.007 salsa20 3.991 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.94.94.94.94.94.94.1.m1.1"><semantics id="A4.T10.94.94.94.94.94.94.1.m1.1a"><mo id="A4.T10.94.94.94.94.94.94.1.m1.1.1" mathcolor="#000000" xref="A4.T10.94.94.94.94.94.94.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.94.94.94.94.94.94.1.m1.1b"><csymbol cd="latexml" id="A4.T10.94.94.94.94.94.94.1.m1.1.1.cmml" xref="A4.T10.94.94.94.94.94.94.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.94.94.94.94.94.94.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.94.94.94.94.94.94.1.m1.1d">±</annotation></semantics></math> 1.751 11.635 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.95.95.95.95.95.95.2.m1.1"><semantics id="A4.T10.95.95.95.95.95.95.2.m1.1a"><mo id="A4.T10.95.95.95.95.95.95.2.m1.1.1" mathcolor="#000000" xref="A4.T10.95.95.95.95.95.95.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.95.95.95.95.95.95.2.m1.1b"><csymbol cd="latexml" id="A4.T10.95.95.95.95.95.95.2.m1.1.1.cmml" xref="A4.T10.95.95.95.95.95.95.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.95.95.95.95.95.95.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.95.95.95.95.95.95.2.m1.1d">±</annotation></semantics></math> 5.117 7.024 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.96.96.96.96.96.96.3.m1.1"><semantics id="A4.T10.96.96.96.96.96.96.3.m1.1a"><mo id="A4.T10.96.96.96.96.96.96.3.m1.1.1" mathcolor="#000000" xref="A4.T10.96.96.96.96.96.96.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.96.96.96.96.96.96.3.m1.1b"><csymbol cd="latexml" id="A4.T10.96.96.96.96.96.96.3.m1.1.1.cmml" xref="A4.T10.96.96.96.96.96.96.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.96.96.96.96.96.96.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.96.96.96.96.96.96.3.m1.1d">±</annotation></semantics></math> 2.475 4.005 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.97.97.97.97.97.97.4.m1.1"><semantics id="A4.T10.97.97.97.97.97.97.4.m1.1a"><mo id="A4.T10.97.97.97.97.97.97.4.m1.1.1" mathcolor="#000000" xref="A4.T10.97.97.97.97.97.97.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.97.97.97.97.97.97.4.m1.1b"><csymbol cd="latexml" id="A4.T10.97.97.97.97.97.97.4.m1.1.1.cmml" xref="A4.T10.97.97.97.97.97.97.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.97.97.97.97.97.97.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.97.97.97.97.97.97.4.m1.1d">±</annotation></semantics></math> 2.107 0.160 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.98.98.98.98.98.98.5.1.m1.1"><semantics id="A4.T10.98.98.98.98.98.98.5.1.m1.1a"><mo id="A4.T10.98.98.98.98.98.98.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.98.98.98.98.98.98.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.98.98.98.98.98.98.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.98.98.98.98.98.98.5.1.m1.1.1.cmml" xref="A4.T10.98.98.98.98.98.98.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.98.98.98.98.98.98.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.98.98.98.98.98.98.5.1.m1.1d">±</annotation></semantics></math> 0.075 0.814 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.99.99.99.99.99.99.6.m1.1"><semantics id="A4.T10.99.99.99.99.99.99.6.m1.1a"><mo id="A4.T10.99.99.99.99.99.99.6.m1.1.1" mathcolor="#000000" xref="A4.T10.99.99.99.99.99.99.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.99.99.99.99.99.99.6.m1.1b"><csymbol cd="latexml" id="A4.T10.99.99.99.99.99.99.6.m1.1.1.cmml" xref="A4.T10.99.99.99.99.99.99.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.99.99.99.99.99.99.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.99.99.99.99.99.99.6.m1.1d">±</annotation></semantics></math> 0.066 0.530 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.100.100.100.100.100.100.7.m1.1"><semantics id="A4.T10.100.100.100.100.100.100.7.m1.1a"><mo id="A4.T10.100.100.100.100.100.100.7.m1.1.1" mathcolor="#000000" xref="A4.T10.100.100.100.100.100.100.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.100.100.100.100.100.100.7.m1.1b"><csymbol cd="latexml" id="A4.T10.100.100.100.100.100.100.7.m1.1.1.cmml" xref="A4.T10.100.100.100.100.100.100.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.100.100.100.100.100.100.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.100.100.100.100.100.100.7.m1.1d">±</annotation></semantics></math> 0.170 0.717 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.101.101.101.101.101.101.8.m1.1"><semantics id="A4.T10.101.101.101.101.101.101.8.m1.1a"><mo id="A4.T10.101.101.101.101.101.101.8.m1.1.1" mathcolor="#000000" xref="A4.T10.101.101.101.101.101.101.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.101.101.101.101.101.101.8.m1.1b"><csymbol cd="latexml" id="A4.T10.101.101.101.101.101.101.8.m1.1.1.cmml" xref="A4.T10.101.101.101.101.101.101.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.101.101.101.101.101.101.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.101.101.101.101.101.101.8.m1.1d">±</annotation></semantics></math> 0.073 0.792 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.102.102.102.102.102.102.9.m1.1"><semantics id="A4.T10.102.102.102.102.102.102.9.m1.1a"><mo id="A4.T10.102.102.102.102.102.102.9.m1.1.1" mathcolor="#000000" xref="A4.T10.102.102.102.102.102.102.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.102.102.102.102.102.102.9.m1.1b"><csymbol cd="latexml" id="A4.T10.102.102.102.102.102.102.9.m1.1.1.cmml" xref="A4.T10.102.102.102.102.102.102.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.102.102.102.102.102.102.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.102.102.102.102.102.102.9.m1.1d">±</annotation></semantics></math> 0.118 0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.103.103.103.103.103.103.10.1.m1.1"><semantics id="A4.T10.103.103.103.103.103.103.10.1.m1.1a"><mo id="A4.T10.103.103.103.103.103.103.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.103.103.103.103.103.103.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.103.103.103.103.103.103.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.103.103.103.103.103.103.10.1.m1.1.1.cmml" xref="A4.T10.103.103.103.103.103.103.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.103.103.103.103.103.103.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.103.103.103.103.103.103.10.1.m1.1d">±</annotation></semantics></math> 0.002 usb 0.580 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.104.104.104.104.104.104.1.m1.1"><semantics id="A4.T10.104.104.104.104.104.104.1.m1.1a"><mo id="A4.T10.104.104.104.104.104.104.1.m1.1.1" mathcolor="#000000" xref="A4.T10.104.104.104.104.104.104.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.104.104.104.104.104.104.1.m1.1b"><csymbol cd="latexml" id="A4.T10.104.104.104.104.104.104.1.m1.1.1.cmml" xref="A4.T10.104.104.104.104.104.104.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.104.104.104.104.104.104.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.104.104.104.104.104.104.1.m1.1d">±</annotation></semantics></math> 0.192 0.725 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.105.105.105.105.105.105.2.m1.1"><semantics id="A4.T10.105.105.105.105.105.105.2.m1.1a"><mo id="A4.T10.105.105.105.105.105.105.2.m1.1.1" mathcolor="#000000" xref="A4.T10.105.105.105.105.105.105.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.105.105.105.105.105.105.2.m1.1b"><csymbol cd="latexml" id="A4.T10.105.105.105.105.105.105.2.m1.1.1.cmml" xref="A4.T10.105.105.105.105.105.105.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.105.105.105.105.105.105.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.105.105.105.105.105.105.2.m1.1d">±</annotation></semantics></math> 0.285 0.947 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.106.106.106.106.106.106.3.m1.1"><semantics id="A4.T10.106.106.106.106.106.106.3.m1.1a"><mo id="A4.T10.106.106.106.106.106.106.3.m1.1.1" mathcolor="#000000" xref="A4.T10.106.106.106.106.106.106.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.106.106.106.106.106.106.3.m1.1b"><csymbol cd="latexml" id="A4.T10.106.106.106.106.106.106.3.m1.1.1.cmml" xref="A4.T10.106.106.106.106.106.106.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.106.106.106.106.106.106.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.106.106.106.106.106.106.3.m1.1d">±</annotation></semantics></math> 0.267 0.197 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.107.107.107.107.107.107.4.m1.1"><semantics id="A4.T10.107.107.107.107.107.107.4.m1.1a"><mo id="A4.T10.107.107.107.107.107.107.4.m1.1.1" mathcolor="#000000" xref="A4.T10.107.107.107.107.107.107.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.107.107.107.107.107.107.4.m1.1b"><csymbol cd="latexml" id="A4.T10.107.107.107.107.107.107.4.m1.1.1.cmml" xref="A4.T10.107.107.107.107.107.107.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.107.107.107.107.107.107.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.107.107.107.107.107.107.4.m1.1d">±</annotation></semantics></math> 0.112 0.008 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.108.108.108.108.108.108.5.1.m1.1"><semantics id="A4.T10.108.108.108.108.108.108.5.1.m1.1a"><mo id="A4.T10.108.108.108.108.108.108.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.108.108.108.108.108.108.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.108.108.108.108.108.108.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.108.108.108.108.108.108.5.1.m1.1.1.cmml" xref="A4.T10.108.108.108.108.108.108.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.108.108.108.108.108.108.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.108.108.108.108.108.108.5.1.m1.1d">±</annotation></semantics></math> 0.001 0.747 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.109.109.109.109.109.109.6.m1.1"><semantics id="A4.T10.109.109.109.109.109.109.6.m1.1a"><mo id="A4.T10.109.109.109.109.109.109.6.m1.1.1" mathcolor="#000000" xref="A4.T10.109.109.109.109.109.109.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.109.109.109.109.109.109.6.m1.1b"><csymbol cd="latexml" id="A4.T10.109.109.109.109.109.109.6.m1.1.1.cmml" xref="A4.T10.109.109.109.109.109.109.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.109.109.109.109.109.109.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.109.109.109.109.109.109.6.m1.1d">±</annotation></semantics></math> 0.088 0.678 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.110.110.110.110.110.110.7.m1.1"><semantics id="A4.T10.110.110.110.110.110.110.7.m1.1a"><mo id="A4.T10.110.110.110.110.110.110.7.m1.1.1" mathcolor="#000000" xref="A4.T10.110.110.110.110.110.110.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.110.110.110.110.110.110.7.m1.1b"><csymbol cd="latexml" id="A4.T10.110.110.110.110.110.110.7.m1.1.1.cmml" xref="A4.T10.110.110.110.110.110.110.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.110.110.110.110.110.110.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.110.110.110.110.110.110.7.m1.1d">±</annotation></semantics></math> 0.115 0.607 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.111.111.111.111.111.111.8.m1.1"><semantics id="A4.T10.111.111.111.111.111.111.8.m1.1a"><mo id="A4.T10.111.111.111.111.111.111.8.m1.1.1" mathcolor="#000000" xref="A4.T10.111.111.111.111.111.111.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.111.111.111.111.111.111.8.m1.1b"><csymbol cd="latexml" id="A4.T10.111.111.111.111.111.111.8.m1.1.1.cmml" xref="A4.T10.111.111.111.111.111.111.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.111.111.111.111.111.111.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.111.111.111.111.111.111.8.m1.1d">±</annotation></semantics></math> 0.118 0.934 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.112.112.112.112.112.112.9.m1.1"><semantics id="A4.T10.112.112.112.112.112.112.9.m1.1a"><mo id="A4.T10.112.112.112.112.112.112.9.m1.1.1" mathcolor="#000000" xref="A4.T10.112.112.112.112.112.112.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.112.112.112.112.112.112.9.m1.1b"><csymbol cd="latexml" id="A4.T10.112.112.112.112.112.112.9.m1.1.1.cmml" xref="A4.T10.112.112.112.112.112.112.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.112.112.112.112.112.112.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.112.112.112.112.112.112.9.m1.1d">±</annotation></semantics></math> 0.035 0.996 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.113.113.113.113.113.113.10.1.m1.1"><semantics id="A4.T10.113.113.113.113.113.113.10.1.m1.1a"><mo id="A4.T10.113.113.113.113.113.113.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.113.113.113.113.113.113.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.113.113.113.113.113.113.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.113.113.113.113.113.113.10.1.m1.1.1.cmml" xref="A4.T10.113.113.113.113.113.113.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.113.113.113.113.113.113.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.113.113.113.113.113.113.10.1.m1.1d">±</annotation></semantics></math> 0.000 usb_cdc_core 0.830 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.114.114.114.114.114.114.1.m1.1"><semantics id="A4.T10.114.114.114.114.114.114.1.m1.1a"><mo id="A4.T10.114.114.114.114.114.114.1.m1.1.1" mathcolor="#000000" xref="A4.T10.114.114.114.114.114.114.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.114.114.114.114.114.114.1.m1.1b"><csymbol cd="latexml" id="A4.T10.114.114.114.114.114.114.1.m1.1.1.cmml" xref="A4.T10.114.114.114.114.114.114.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.114.114.114.114.114.114.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.114.114.114.114.114.114.1.m1.1d">±</annotation></semantics></math> 0.348 1.713 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.115.115.115.115.115.115.2.m1.1"><semantics id="A4.T10.115.115.115.115.115.115.2.m1.1a"><mo id="A4.T10.115.115.115.115.115.115.2.m1.1.1" mathcolor="#000000" xref="A4.T10.115.115.115.115.115.115.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.115.115.115.115.115.115.2.m1.1b"><csymbol cd="latexml" id="A4.T10.115.115.115.115.115.115.2.m1.1.1.cmml" xref="A4.T10.115.115.115.115.115.115.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.115.115.115.115.115.115.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.115.115.115.115.115.115.2.m1.1d">±</annotation></semantics></math> 0.745 1.673 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.116.116.116.116.116.116.3.m1.1"><semantics id="A4.T10.116.116.116.116.116.116.3.m1.1a"><mo id="A4.T10.116.116.116.116.116.116.3.m1.1.1" mathcolor="#000000" xref="A4.T10.116.116.116.116.116.116.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.116.116.116.116.116.116.3.m1.1b"><csymbol cd="latexml" id="A4.T10.116.116.116.116.116.116.3.m1.1.1.cmml" xref="A4.T10.116.116.116.116.116.116.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.116.116.116.116.116.116.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.116.116.116.116.116.116.3.m1.1d">±</annotation></semantics></math> 0.588 0.185 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.117.117.117.117.117.117.4.m1.1"><semantics id="A4.T10.117.117.117.117.117.117.4.m1.1a"><mo id="A4.T10.117.117.117.117.117.117.4.m1.1.1" mathcolor="#000000" xref="A4.T10.117.117.117.117.117.117.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.117.117.117.117.117.117.4.m1.1b"><csymbol cd="latexml" id="A4.T10.117.117.117.117.117.117.4.m1.1.1.cmml" xref="A4.T10.117.117.117.117.117.117.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.117.117.117.117.117.117.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.117.117.117.117.117.117.4.m1.1d">±</annotation></semantics></math> 0.041 0.013 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.118.118.118.118.118.118.5.1.m1.1"><semantics id="A4.T10.118.118.118.118.118.118.5.1.m1.1a"><mo id="A4.T10.118.118.118.118.118.118.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.118.118.118.118.118.118.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.118.118.118.118.118.118.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.118.118.118.118.118.118.5.1.m1.1.1.cmml" xref="A4.T10.118.118.118.118.118.118.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.118.118.118.118.118.118.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.118.118.118.118.118.118.5.1.m1.1d">±</annotation></semantics></math> 0.003 0.793 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.119.119.119.119.119.119.6.m1.1"><semantics id="A4.T10.119.119.119.119.119.119.6.m1.1a"><mo id="A4.T10.119.119.119.119.119.119.6.m1.1.1" mathcolor="#000000" xref="A4.T10.119.119.119.119.119.119.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.119.119.119.119.119.119.6.m1.1b"><csymbol cd="latexml" id="A4.T10.119.119.119.119.119.119.6.m1.1.1.cmml" xref="A4.T10.119.119.119.119.119.119.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.119.119.119.119.119.119.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.119.119.119.119.119.119.6.m1.1d">±</annotation></semantics></math> 0.095 0.502 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.120.120.120.120.120.120.7.m1.1"><semantics id="A4.T10.120.120.120.120.120.120.7.m1.1a"><mo id="A4.T10.120.120.120.120.120.120.7.m1.1.1" mathcolor="#000000" xref="A4.T10.120.120.120.120.120.120.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.120.120.120.120.120.120.7.m1.1b"><csymbol cd="latexml" id="A4.T10.120.120.120.120.120.120.7.m1.1.1.cmml" xref="A4.T10.120.120.120.120.120.120.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.120.120.120.120.120.120.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.120.120.120.120.120.120.7.m1.1d">±</annotation></semantics></math> 0.212 0.563 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.121.121.121.121.121.121.8.m1.1"><semantics id="A4.T10.121.121.121.121.121.121.8.m1.1a"><mo id="A4.T10.121.121.121.121.121.121.8.m1.1.1" mathcolor="#000000" xref="A4.T10.121.121.121.121.121.121.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.121.121.121.121.121.121.8.m1.1b"><csymbol cd="latexml" id="A4.T10.121.121.121.121.121.121.8.m1.1.1.cmml" xref="A4.T10.121.121.121.121.121.121.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.121.121.121.121.121.121.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.121.121.121.121.121.121.8.m1.1d">±</annotation></semantics></math> 0.177 0.961 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.122.122.122.122.122.122.9.m1.1"><semantics id="A4.T10.122.122.122.122.122.122.9.m1.1a"><mo id="A4.T10.122.122.122.122.122.122.9.m1.1.1" mathcolor="#000000" xref="A4.T10.122.122.122.122.122.122.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.122.122.122.122.122.122.9.m1.1b"><csymbol cd="latexml" id="A4.T10.122.122.122.122.122.122.9.m1.1.1.cmml" xref="A4.T10.122.122.122.122.122.122.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.122.122.122.122.122.122.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.122.122.122.122.122.122.9.m1.1d">±</annotation></semantics></math> 0.008 0.997 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.123.123.123.123.123.123.10.1.m1.1"><semantics id="A4.T10.123.123.123.123.123.123.10.1.m1.1a"><mo id="A4.T10.123.123.123.123.123.123.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.123.123.123.123.123.123.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.123.123.123.123.123.123.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.123.123.123.123.123.123.10.1.m1.1.1.cmml" xref="A4.T10.123.123.123.123.123.123.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.123.123.123.123.123.123.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.123.123.123.123.123.123.10.1.m1.1d">±</annotation></semantics></math> 0.001 wbqspiflash 1.321 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.124.124.124.124.124.124.1.m1.1"><semantics id="A4.T10.124.124.124.124.124.124.1.m1.1a"><mo id="A4.T10.124.124.124.124.124.124.1.m1.1.1" mathcolor="#000000" xref="A4.T10.124.124.124.124.124.124.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.124.124.124.124.124.124.1.m1.1b"><csymbol cd="latexml" id="A4.T10.124.124.124.124.124.124.1.m1.1.1.cmml" xref="A4.T10.124.124.124.124.124.124.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.124.124.124.124.124.124.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.124.124.124.124.124.124.1.m1.1d">±</annotation></semantics></math> 0.532 2.181 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.125.125.125.125.125.125.2.m1.1"><semantics id="A4.T10.125.125.125.125.125.125.2.m1.1a"><mo id="A4.T10.125.125.125.125.125.125.2.m1.1.1" mathcolor="#000000" xref="A4.T10.125.125.125.125.125.125.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.125.125.125.125.125.125.2.m1.1b"><csymbol cd="latexml" id="A4.T10.125.125.125.125.125.125.2.m1.1.1.cmml" xref="A4.T10.125.125.125.125.125.125.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.125.125.125.125.125.125.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.125.125.125.125.125.125.2.m1.1d">±</annotation></semantics></math> 0.936 2.988 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.126.126.126.126.126.126.3.m1.1"><semantics id="A4.T10.126.126.126.126.126.126.3.m1.1a"><mo id="A4.T10.126.126.126.126.126.126.3.m1.1.1" mathcolor="#000000" xref="A4.T10.126.126.126.126.126.126.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.126.126.126.126.126.126.3.m1.1b"><csymbol cd="latexml" id="A4.T10.126.126.126.126.126.126.3.m1.1.1.cmml" xref="A4.T10.126.126.126.126.126.126.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.126.126.126.126.126.126.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.126.126.126.126.126.126.3.m1.1d">±</annotation></semantics></math> 1.106 0.343 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.127.127.127.127.127.127.4.m1.1"><semantics id="A4.T10.127.127.127.127.127.127.4.m1.1a"><mo id="A4.T10.127.127.127.127.127.127.4.m1.1.1" mathcolor="#000000" xref="A4.T10.127.127.127.127.127.127.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.127.127.127.127.127.127.4.m1.1b"><csymbol cd="latexml" id="A4.T10.127.127.127.127.127.127.4.m1.1.1.cmml" xref="A4.T10.127.127.127.127.127.127.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.127.127.127.127.127.127.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.127.127.127.127.127.127.4.m1.1d">±</annotation></semantics></math> 0.169 0.039 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.128.128.128.128.128.128.5.1.m1.1"><semantics id="A4.T10.128.128.128.128.128.128.5.1.m1.1a"><mo id="A4.T10.128.128.128.128.128.128.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.128.128.128.128.128.128.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.128.128.128.128.128.128.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.128.128.128.128.128.128.5.1.m1.1.1.cmml" xref="A4.T10.128.128.128.128.128.128.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.128.128.128.128.128.128.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.128.128.128.128.128.128.5.1.m1.1d">±</annotation></semantics></math> 0.021 0.742 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.129.129.129.129.129.129.6.m1.1"><semantics id="A4.T10.129.129.129.129.129.129.6.m1.1a"><mo id="A4.T10.129.129.129.129.129.129.6.m1.1.1" mathcolor="#000000" xref="A4.T10.129.129.129.129.129.129.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.129.129.129.129.129.129.6.m1.1b"><csymbol cd="latexml" id="A4.T10.129.129.129.129.129.129.6.m1.1.1.cmml" xref="A4.T10.129.129.129.129.129.129.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.129.129.129.129.129.129.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.129.129.129.129.129.129.6.m1.1d">±</annotation></semantics></math> 0.091 0.613 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.130.130.130.130.130.130.7.m1.1"><semantics id="A4.T10.130.130.130.130.130.130.7.m1.1a"><mo id="A4.T10.130.130.130.130.130.130.7.m1.1.1" mathcolor="#000000" xref="A4.T10.130.130.130.130.130.130.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.130.130.130.130.130.130.7.m1.1b"><csymbol cd="latexml" id="A4.T10.130.130.130.130.130.130.7.m1.1.1.cmml" xref="A4.T10.130.130.130.130.130.130.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.130.130.130.130.130.130.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.130.130.130.130.130.130.7.m1.1d">±</annotation></semantics></math> 0.131 0.522 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.131.131.131.131.131.131.8.m1.1"><semantics id="A4.T10.131.131.131.131.131.131.8.m1.1a"><mo id="A4.T10.131.131.131.131.131.131.8.m1.1.1" mathcolor="#000000" xref="A4.T10.131.131.131.131.131.131.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.131.131.131.131.131.131.8.m1.1b"><csymbol cd="latexml" id="A4.T10.131.131.131.131.131.131.8.m1.1.1.cmml" xref="A4.T10.131.131.131.131.131.131.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.131.131.131.131.131.131.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.131.131.131.131.131.131.8.m1.1d">±</annotation></semantics></math> 0.136 0.956 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.132.132.132.132.132.132.9.m1.1"><semantics id="A4.T10.132.132.132.132.132.132.9.m1.1a"><mo id="A4.T10.132.132.132.132.132.132.9.m1.1.1" mathcolor="#000000" xref="A4.T10.132.132.132.132.132.132.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.132.132.132.132.132.132.9.m1.1b"><csymbol cd="latexml" id="A4.T10.132.132.132.132.132.132.9.m1.1.1.cmml" xref="A4.T10.132.132.132.132.132.132.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.132.132.132.132.132.132.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.132.132.132.132.132.132.9.m1.1d">±</annotation></semantics></math> 0.013 0.994 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.133.133.133.133.133.133.10.1.m1.1"><semantics id="A4.T10.133.133.133.133.133.133.10.1.m1.1a"><mo id="A4.T10.133.133.133.133.133.133.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.133.133.133.133.133.133.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.133.133.133.133.133.133.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.133.133.133.133.133.133.10.1.m1.1.1.cmml" xref="A4.T10.133.133.133.133.133.133.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.133.133.133.133.133.133.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.133.133.133.133.133.133.10.1.m1.1d">±</annotation></semantics></math> 0.002 zipdiv 1.307 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.134.134.134.134.134.134.1.m1.1"><semantics id="A4.T10.134.134.134.134.134.134.1.m1.1a"><mo id="A4.T10.134.134.134.134.134.134.1.m1.1.1" mathcolor="#000000" xref="A4.T10.134.134.134.134.134.134.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.134.134.134.134.134.134.1.m1.1b"><csymbol cd="latexml" id="A4.T10.134.134.134.134.134.134.1.m1.1.1.cmml" xref="A4.T10.134.134.134.134.134.134.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.134.134.134.134.134.134.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.134.134.134.134.134.134.1.m1.1d">±</annotation></semantics></math> 0.442 1.750 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.135.135.135.135.135.135.2.m1.1"><semantics id="A4.T10.135.135.135.135.135.135.2.m1.1a"><mo id="A4.T10.135.135.135.135.135.135.2.m1.1.1" mathcolor="#000000" xref="A4.T10.135.135.135.135.135.135.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.135.135.135.135.135.135.2.m1.1b"><csymbol cd="latexml" id="A4.T10.135.135.135.135.135.135.2.m1.1.1.cmml" xref="A4.T10.135.135.135.135.135.135.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.135.135.135.135.135.135.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.135.135.135.135.135.135.2.m1.1d">±</annotation></semantics></math> 0.725 3.645 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.136.136.136.136.136.136.3.m1.1"><semantics id="A4.T10.136.136.136.136.136.136.3.m1.1a"><mo id="A4.T10.136.136.136.136.136.136.3.m1.1.1" mathcolor="#000000" xref="A4.T10.136.136.136.136.136.136.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.136.136.136.136.136.136.3.m1.1b"><csymbol cd="latexml" id="A4.T10.136.136.136.136.136.136.3.m1.1.1.cmml" xref="A4.T10.136.136.136.136.136.136.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.136.136.136.136.136.136.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.136.136.136.136.136.136.3.m1.1d">±</annotation></semantics></math> 1.939 0.370 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.137.137.137.137.137.137.4.m1.1"><semantics id="A4.T10.137.137.137.137.137.137.4.m1.1a"><mo id="A4.T10.137.137.137.137.137.137.4.m1.1.1" mathcolor="#000000" xref="A4.T10.137.137.137.137.137.137.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.137.137.137.137.137.137.4.m1.1b"><csymbol cd="latexml" id="A4.T10.137.137.137.137.137.137.4.m1.1.1.cmml" xref="A4.T10.137.137.137.137.137.137.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.137.137.137.137.137.137.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.137.137.137.137.137.137.4.m1.1d">±</annotation></semantics></math> 0.187 0.027 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.138.138.138.138.138.138.5.1.m1.1"><semantics id="A4.T10.138.138.138.138.138.138.5.1.m1.1a"><mo id="A4.T10.138.138.138.138.138.138.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.138.138.138.138.138.138.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.138.138.138.138.138.138.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.138.138.138.138.138.138.5.1.m1.1.1.cmml" xref="A4.T10.138.138.138.138.138.138.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.138.138.138.138.138.138.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.138.138.138.138.138.138.5.1.m1.1d">±</annotation></semantics></math> 0.014 0.822 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.139.139.139.139.139.139.6.m1.1"><semantics id="A4.T10.139.139.139.139.139.139.6.m1.1a"><mo id="A4.T10.139.139.139.139.139.139.6.m1.1.1" mathcolor="#000000" xref="A4.T10.139.139.139.139.139.139.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.139.139.139.139.139.139.6.m1.1b"><csymbol cd="latexml" id="A4.T10.139.139.139.139.139.139.6.m1.1.1.cmml" xref="A4.T10.139.139.139.139.139.139.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.139.139.139.139.139.139.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.139.139.139.139.139.139.6.m1.1d">±</annotation></semantics></math> 0.070 0.703 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.140.140.140.140.140.140.7.m1.1"><semantics id="A4.T10.140.140.140.140.140.140.7.m1.1a"><mo id="A4.T10.140.140.140.140.140.140.7.m1.1.1" mathcolor="#000000" xref="A4.T10.140.140.140.140.140.140.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.140.140.140.140.140.140.7.m1.1b"><csymbol cd="latexml" id="A4.T10.140.140.140.140.140.140.7.m1.1.1.cmml" xref="A4.T10.140.140.140.140.140.140.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.140.140.140.140.140.140.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.140.140.140.140.140.140.7.m1.1d">±</annotation></semantics></math> 0.129 0.593 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.141.141.141.141.141.141.8.m1.1"><semantics id="A4.T10.141.141.141.141.141.141.8.m1.1a"><mo id="A4.T10.141.141.141.141.141.141.8.m1.1.1" mathcolor="#000000" xref="A4.T10.141.141.141.141.141.141.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.141.141.141.141.141.141.8.m1.1b"><csymbol cd="latexml" id="A4.T10.141.141.141.141.141.141.8.m1.1.1.cmml" xref="A4.T10.141.141.141.141.141.141.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.141.141.141.141.141.141.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.141.141.141.141.141.141.8.m1.1d">±</annotation></semantics></math> 0.188 0.971 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.142.142.142.142.142.142.9.m1.1"><semantics id="A4.T10.142.142.142.142.142.142.9.m1.1a"><mo id="A4.T10.142.142.142.142.142.142.9.m1.1.1" mathcolor="#000000" xref="A4.T10.142.142.142.142.142.142.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.142.142.142.142.142.142.9.m1.1b"><csymbol cd="latexml" id="A4.T10.142.142.142.142.142.142.9.m1.1.1.cmml" xref="A4.T10.142.142.142.142.142.142.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.142.142.142.142.142.142.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.142.142.142.142.142.142.9.m1.1d">±</annotation></semantics></math> 0.011 0.998 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.143.143.143.143.143.143.10.1.m1.1"><semantics id="A4.T10.143.143.143.143.143.143.10.1.m1.1a"><mo id="A4.T10.143.143.143.143.143.143.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.143.143.143.143.143.143.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.143.143.143.143.143.143.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.143.143.143.143.143.143.10.1.m1.1.1.cmml" xref="A4.T10.143.143.143.143.143.143.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.143.143.143.143.143.143.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.143.143.143.143.143.143.10.1.m1.1d">±</annotation></semantics></math> 0.001 test aes192 6.429 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.144.144.144.144.144.144.1.m1.1"><semantics id="A4.T10.144.144.144.144.144.144.1.m1.1a"><mo id="A4.T10.144.144.144.144.144.144.1.m1.1.1" mathcolor="#000000" xref="A4.T10.144.144.144.144.144.144.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.144.144.144.144.144.144.1.m1.1b"><csymbol cd="latexml" id="A4.T10.144.144.144.144.144.144.1.m1.1.1.cmml" xref="A4.T10.144.144.144.144.144.144.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.144.144.144.144.144.144.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.144.144.144.144.144.144.1.m1.1d">±</annotation></semantics></math> 1.407 11.918 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.145.145.145.145.145.145.2.m1.1"><semantics id="A4.T10.145.145.145.145.145.145.2.m1.1a"><mo id="A4.T10.145.145.145.145.145.145.2.m1.1.1" mathcolor="#000000" xref="A4.T10.145.145.145.145.145.145.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.145.145.145.145.145.145.2.m1.1b"><csymbol cd="latexml" id="A4.T10.145.145.145.145.145.145.2.m1.1.1.cmml" xref="A4.T10.145.145.145.145.145.145.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.145.145.145.145.145.145.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.145.145.145.145.145.145.2.m1.1d">±</annotation></semantics></math> 1.889 6.934 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.146.146.146.146.146.146.3.m1.1"><semantics id="A4.T10.146.146.146.146.146.146.3.m1.1a"><mo id="A4.T10.146.146.146.146.146.146.3.m1.1.1" mathcolor="#000000" xref="A4.T10.146.146.146.146.146.146.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.146.146.146.146.146.146.3.m1.1b"><csymbol cd="latexml" id="A4.T10.146.146.146.146.146.146.3.m1.1.1.cmml" xref="A4.T10.146.146.146.146.146.146.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.146.146.146.146.146.146.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.146.146.146.146.146.146.3.m1.1d">±</annotation></semantics></math> 1.105 4.000 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.147.147.147.147.147.147.4.m1.1"><semantics id="A4.T10.147.147.147.147.147.147.4.m1.1a"><mo id="A4.T10.147.147.147.147.147.147.4.m1.1.1" mathcolor="#000000" xref="A4.T10.147.147.147.147.147.147.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.147.147.147.147.147.147.4.m1.1b"><csymbol cd="latexml" id="A4.T10.147.147.147.147.147.147.4.m1.1.1.cmml" xref="A4.T10.147.147.147.147.147.147.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.147.147.147.147.147.147.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.147.147.147.147.147.147.4.m1.1d">±</annotation></semantics></math> 1.328 0.228 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.148.148.148.148.148.148.5.1.m1.1"><semantics id="A4.T10.148.148.148.148.148.148.5.1.m1.1a"><mo id="A4.T10.148.148.148.148.148.148.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.148.148.148.148.148.148.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.148.148.148.148.148.148.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.148.148.148.148.148.148.5.1.m1.1.1.cmml" xref="A4.T10.148.148.148.148.148.148.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.148.148.148.148.148.148.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.148.148.148.148.148.148.5.1.m1.1d">±</annotation></semantics></math> 0.015 -0.017 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.149.149.149.149.149.149.6.m1.1"><semantics id="A4.T10.149.149.149.149.149.149.6.m1.1a"><mo id="A4.T10.149.149.149.149.149.149.6.m1.1.1" mathcolor="#000000" xref="A4.T10.149.149.149.149.149.149.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.149.149.149.149.149.149.6.m1.1b"><csymbol cd="latexml" id="A4.T10.149.149.149.149.149.149.6.m1.1.1.cmml" xref="A4.T10.149.149.149.149.149.149.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.149.149.149.149.149.149.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.149.149.149.149.149.149.6.m1.1d">±</annotation></semantics></math> 0.188 -0.727 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.150.150.150.150.150.150.7.m1.1"><semantics id="A4.T10.150.150.150.150.150.150.7.m1.1a"><mo id="A4.T10.150.150.150.150.150.150.7.m1.1.1" mathcolor="#000000" xref="A4.T10.150.150.150.150.150.150.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.150.150.150.150.150.150.7.m1.1b"><csymbol cd="latexml" id="A4.T10.150.150.150.150.150.150.7.m1.1.1.cmml" xref="A4.T10.150.150.150.150.150.150.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.150.150.150.150.150.150.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.150.150.150.150.150.150.7.m1.1d">±</annotation></semantics></math> 0.173 -0.048 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.151.151.151.151.151.151.8.m1.1"><semantics id="A4.T10.151.151.151.151.151.151.8.m1.1a"><mo id="A4.T10.151.151.151.151.151.151.8.m1.1.1" mathcolor="#000000" xref="A4.T10.151.151.151.151.151.151.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.151.151.151.151.151.151.8.m1.1b"><csymbol cd="latexml" id="A4.T10.151.151.151.151.151.151.8.m1.1.1.cmml" xref="A4.T10.151.151.151.151.151.151.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.151.151.151.151.151.151.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.151.151.151.151.151.151.8.m1.1d">±</annotation></semantics></math> 0.352 0.384 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.152.152.152.152.152.152.9.m1.1"><semantics id="A4.T10.152.152.152.152.152.152.9.m1.1a"><mo id="A4.T10.152.152.152.152.152.152.9.m1.1.1" mathcolor="#000000" xref="A4.T10.152.152.152.152.152.152.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.152.152.152.152.152.152.9.m1.1b"><csymbol cd="latexml" id="A4.T10.152.152.152.152.152.152.9.m1.1.1.cmml" xref="A4.T10.152.152.152.152.152.152.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.152.152.152.152.152.152.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.152.152.152.152.152.152.9.m1.1d">±</annotation></semantics></math> 0.205 0.937 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.153.153.153.153.153.153.10.1.m1.1"><semantics id="A4.T10.153.153.153.153.153.153.10.1.m1.1a"><mo id="A4.T10.153.153.153.153.153.153.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.153.153.153.153.153.153.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.153.153.153.153.153.153.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.153.153.153.153.153.153.10.1.m1.1.1.cmml" xref="A4.T10.153.153.153.153.153.153.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.153.153.153.153.153.153.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.153.153.153.153.153.153.10.1.m1.1d">±</annotation></semantics></math> 0.009 jpeg_encoder 10.893 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.154.154.154.154.154.154.1.m1.1"><semantics id="A4.T10.154.154.154.154.154.154.1.m1.1a"><mo id="A4.T10.154.154.154.154.154.154.1.m1.1.1" mathcolor="#000000" xref="A4.T10.154.154.154.154.154.154.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.154.154.154.154.154.154.1.m1.1b"><csymbol cd="latexml" id="A4.T10.154.154.154.154.154.154.1.m1.1.1.cmml" xref="A4.T10.154.154.154.154.154.154.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.154.154.154.154.154.154.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.154.154.154.154.154.154.1.m1.1d">±</annotation></semantics></math> 1.237 36.278 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.155.155.155.155.155.155.2.m1.1"><semantics id="A4.T10.155.155.155.155.155.155.2.m1.1a"><mo id="A4.T10.155.155.155.155.155.155.2.m1.1.1" mathcolor="#000000" xref="A4.T10.155.155.155.155.155.155.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.155.155.155.155.155.155.2.m1.1b"><csymbol cd="latexml" id="A4.T10.155.155.155.155.155.155.2.m1.1.1.cmml" xref="A4.T10.155.155.155.155.155.155.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.155.155.155.155.155.155.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.155.155.155.155.155.155.2.m1.1d">±</annotation></semantics></math> 8.409 14.163 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.156.156.156.156.156.156.3.m1.1"><semantics id="A4.T10.156.156.156.156.156.156.3.m1.1a"><mo id="A4.T10.156.156.156.156.156.156.3.m1.1.1" mathcolor="#000000" xref="A4.T10.156.156.156.156.156.156.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.156.156.156.156.156.156.3.m1.1b"><csymbol cd="latexml" id="A4.T10.156.156.156.156.156.156.3.m1.1.1.cmml" xref="A4.T10.156.156.156.156.156.156.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.156.156.156.156.156.156.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.156.156.156.156.156.156.3.m1.1d">±</annotation></semantics></math> 3.730 3.950 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.157.157.157.157.157.157.4.m1.1"><semantics id="A4.T10.157.157.157.157.157.157.4.m1.1a"><mo id="A4.T10.157.157.157.157.157.157.4.m1.1.1" mathcolor="#000000" xref="A4.T10.157.157.157.157.157.157.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.157.157.157.157.157.157.4.m1.1b"><csymbol cd="latexml" id="A4.T10.157.157.157.157.157.157.4.m1.1.1.cmml" xref="A4.T10.157.157.157.157.157.157.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.157.157.157.157.157.157.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.157.157.157.157.157.157.4.m1.1d">±</annotation></semantics></math> 1.208 0.747 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.158.158.158.158.158.158.5.1.m1.1"><semantics id="A4.T10.158.158.158.158.158.158.5.1.m1.1a"><mo id="A4.T10.158.158.158.158.158.158.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.158.158.158.158.158.158.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.158.158.158.158.158.158.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.158.158.158.158.158.158.5.1.m1.1.1.cmml" xref="A4.T10.158.158.158.158.158.158.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.158.158.158.158.158.158.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.158.158.158.158.158.158.5.1.m1.1d">±</annotation></semantics></math> 0.209 0.056 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.159.159.159.159.159.159.6.m1.1"><semantics id="A4.T10.159.159.159.159.159.159.6.m1.1a"><mo id="A4.T10.159.159.159.159.159.159.6.m1.1.1" mathcolor="#000000" xref="A4.T10.159.159.159.159.159.159.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.159.159.159.159.159.159.6.m1.1b"><csymbol cd="latexml" id="A4.T10.159.159.159.159.159.159.6.m1.1.1.cmml" xref="A4.T10.159.159.159.159.159.159.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.159.159.159.159.159.159.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.159.159.159.159.159.159.6.m1.1d">±</annotation></semantics></math> 0.080 -2.859 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.160.160.160.160.160.160.7.m1.1"><semantics id="A4.T10.160.160.160.160.160.160.7.m1.1a"><mo id="A4.T10.160.160.160.160.160.160.7.m1.1.1" mathcolor="#000000" xref="A4.T10.160.160.160.160.160.160.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.160.160.160.160.160.160.7.m1.1b"><csymbol cd="latexml" id="A4.T10.160.160.160.160.160.160.7.m1.1.1.cmml" xref="A4.T10.160.160.160.160.160.160.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.160.160.160.160.160.160.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.160.160.160.160.160.160.7.m1.1d">±</annotation></semantics></math> 0.667 -0.285 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.161.161.161.161.161.161.8.m1.1"><semantics id="A4.T10.161.161.161.161.161.161.8.m1.1a"><mo id="A4.T10.161.161.161.161.161.161.8.m1.1.1" mathcolor="#000000" xref="A4.T10.161.161.161.161.161.161.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.161.161.161.161.161.161.8.m1.1b"><csymbol cd="latexml" id="A4.T10.161.161.161.161.161.161.8.m1.1.1.cmml" xref="A4.T10.161.161.161.161.161.161.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.161.161.161.161.161.161.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.161.161.161.161.161.161.8.m1.1d">±</annotation></semantics></math> 0.198 0.478 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.162.162.162.162.162.162.9.m1.1"><semantics id="A4.T10.162.162.162.162.162.162.9.m1.1a"><mo id="A4.T10.162.162.162.162.162.162.9.m1.1.1" mathcolor="#000000" xref="A4.T10.162.162.162.162.162.162.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.162.162.162.162.162.162.9.m1.1b"><csymbol cd="latexml" id="A4.T10.162.162.162.162.162.162.9.m1.1.1.cmml" xref="A4.T10.162.162.162.162.162.162.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.162.162.162.162.162.162.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.162.162.162.162.162.162.9.m1.1d">±</annotation></semantics></math> 0.131 0.764 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.163.163.163.163.163.163.10.1.m1.1"><semantics id="A4.T10.163.163.163.163.163.163.10.1.m1.1a"><mo id="A4.T10.163.163.163.163.163.163.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.163.163.163.163.163.163.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.163.163.163.163.163.163.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.163.163.163.163.163.163.10.1.m1.1.1.cmml" xref="A4.T10.163.163.163.163.163.163.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.163.163.163.163.163.163.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.163.163.163.163.163.163.10.1.m1.1d">±</annotation></semantics></math> 0.010 spm 1.444 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.164.164.164.164.164.164.1.m1.1"><semantics id="A4.T10.164.164.164.164.164.164.1.m1.1a"><mo id="A4.T10.164.164.164.164.164.164.1.m1.1.1" mathcolor="#000000" xref="A4.T10.164.164.164.164.164.164.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.164.164.164.164.164.164.1.m1.1b"><csymbol cd="latexml" id="A4.T10.164.164.164.164.164.164.1.m1.1.1.cmml" xref="A4.T10.164.164.164.164.164.164.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.164.164.164.164.164.164.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.164.164.164.164.164.164.1.m1.1d">±</annotation></semantics></math> 0.384 1.690 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.165.165.165.165.165.165.2.m1.1"><semantics id="A4.T10.165.165.165.165.165.165.2.m1.1a"><mo id="A4.T10.165.165.165.165.165.165.2.m1.1.1" mathcolor="#000000" xref="A4.T10.165.165.165.165.165.165.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.165.165.165.165.165.165.2.m1.1b"><csymbol cd="latexml" id="A4.T10.165.165.165.165.165.165.2.m1.1.1.cmml" xref="A4.T10.165.165.165.165.165.165.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.165.165.165.165.165.165.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.165.165.165.165.165.165.2.m1.1d">±</annotation></semantics></math> 0.159 1.071 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.166.166.166.166.166.166.3.m1.1"><semantics id="A4.T10.166.166.166.166.166.166.3.m1.1a"><mo id="A4.T10.166.166.166.166.166.166.3.m1.1.1" mathcolor="#000000" xref="A4.T10.166.166.166.166.166.166.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.166.166.166.166.166.166.3.m1.1b"><csymbol cd="latexml" id="A4.T10.166.166.166.166.166.166.3.m1.1.1.cmml" xref="A4.T10.166.166.166.166.166.166.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.166.166.166.166.166.166.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.166.166.166.166.166.166.3.m1.1d">±</annotation></semantics></math> 0.220 0.220 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.167.167.167.167.167.167.4.m1.1"><semantics id="A4.T10.167.167.167.167.167.167.4.m1.1a"><mo id="A4.T10.167.167.167.167.167.167.4.m1.1.1" mathcolor="#000000" xref="A4.T10.167.167.167.167.167.167.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.167.167.167.167.167.167.4.m1.1b"><csymbol cd="latexml" id="A4.T10.167.167.167.167.167.167.4.m1.1.1.cmml" xref="A4.T10.167.167.167.167.167.167.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.167.167.167.167.167.167.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.167.167.167.167.167.167.4.m1.1d">±</annotation></semantics></math> 0.096 0.016 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.168.168.168.168.168.168.5.1.m1.1"><semantics id="A4.T10.168.168.168.168.168.168.5.1.m1.1a"><mo id="A4.T10.168.168.168.168.168.168.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.168.168.168.168.168.168.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.168.168.168.168.168.168.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.168.168.168.168.168.168.5.1.m1.1.1.cmml" xref="A4.T10.168.168.168.168.168.168.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.168.168.168.168.168.168.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.168.168.168.168.168.168.5.1.m1.1d">±</annotation></semantics></math> 0.007 -0.247 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.169.169.169.169.169.169.6.m1.1"><semantics id="A4.T10.169.169.169.169.169.169.6.m1.1a"><mo id="A4.T10.169.169.169.169.169.169.6.m1.1.1" mathcolor="#000000" xref="A4.T10.169.169.169.169.169.169.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.169.169.169.169.169.169.6.m1.1b"><csymbol cd="latexml" id="A4.T10.169.169.169.169.169.169.6.m1.1.1.cmml" xref="A4.T10.169.169.169.169.169.169.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.169.169.169.169.169.169.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.169.169.169.169.169.169.6.m1.1d">±</annotation></semantics></math> 0.309 -0.474 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.170.170.170.170.170.170.7.m1.1"><semantics id="A4.T10.170.170.170.170.170.170.7.m1.1a"><mo id="A4.T10.170.170.170.170.170.170.7.m1.1.1" mathcolor="#000000" xref="A4.T10.170.170.170.170.170.170.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.170.170.170.170.170.170.7.m1.1b"><csymbol cd="latexml" id="A4.T10.170.170.170.170.170.170.7.m1.1.1.cmml" xref="A4.T10.170.170.170.170.170.170.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.170.170.170.170.170.170.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.170.170.170.170.170.170.7.m1.1d">±</annotation></semantics></math> 0.134 0.040 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.171.171.171.171.171.171.8.m1.1"><semantics id="A4.T10.171.171.171.171.171.171.8.m1.1a"><mo id="A4.T10.171.171.171.171.171.171.8.m1.1.1" mathcolor="#000000" xref="A4.T10.171.171.171.171.171.171.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.171.171.171.171.171.171.8.m1.1b"><csymbol cd="latexml" id="A4.T10.171.171.171.171.171.171.8.m1.1.1.cmml" xref="A4.T10.171.171.171.171.171.171.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.171.171.171.171.171.171.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.171.171.171.171.171.171.8.m1.1d">±</annotation></semantics></math> 0.161 0.802 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.172.172.172.172.172.172.9.m1.1"><semantics id="A4.T10.172.172.172.172.172.172.9.m1.1a"><mo id="A4.T10.172.172.172.172.172.172.9.m1.1.1" mathcolor="#000000" xref="A4.T10.172.172.172.172.172.172.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.172.172.172.172.172.172.9.m1.1b"><csymbol cd="latexml" id="A4.T10.172.172.172.172.172.172.9.m1.1.1.cmml" xref="A4.T10.172.172.172.172.172.172.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.172.172.172.172.172.172.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.172.172.172.172.172.172.9.m1.1d">±</annotation></semantics></math> 0.083 0.985 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.173.173.173.173.173.173.10.1.m1.1"><semantics id="A4.T10.173.173.173.173.173.173.10.1.m1.1a"><mo id="A4.T10.173.173.173.173.173.173.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.173.173.173.173.173.173.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.173.173.173.173.173.173.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.173.173.173.173.173.173.10.1.m1.1.1.cmml" xref="A4.T10.173.173.173.173.173.173.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.173.173.173.173.173.173.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.173.173.173.173.173.173.10.1.m1.1d">±</annotation></semantics></math> 0.006 synth_ram 65.672 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.174.174.174.174.174.174.1.m1.1"><semantics id="A4.T10.174.174.174.174.174.174.1.m1.1a"><mo id="A4.T10.174.174.174.174.174.174.1.m1.1.1" mathcolor="#000000" xref="A4.T10.174.174.174.174.174.174.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.174.174.174.174.174.174.1.m1.1b"><csymbol cd="latexml" id="A4.T10.174.174.174.174.174.174.1.m1.1.1.cmml" xref="A4.T10.174.174.174.174.174.174.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.174.174.174.174.174.174.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.174.174.174.174.174.174.1.m1.1d">±</annotation></semantics></math> 1.137 71.823 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.175.175.175.175.175.175.2.m1.1"><semantics id="A4.T10.175.175.175.175.175.175.2.m1.1a"><mo id="A4.T10.175.175.175.175.175.175.2.m1.1.1" mathcolor="#000000" xref="A4.T10.175.175.175.175.175.175.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.175.175.175.175.175.175.2.m1.1b"><csymbol cd="latexml" id="A4.T10.175.175.175.175.175.175.2.m1.1.1.cmml" xref="A4.T10.175.175.175.175.175.175.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.175.175.175.175.175.175.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.175.175.175.175.175.175.2.m1.1d">±</annotation></semantics></math> 0.828 69.009 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.176.176.176.176.176.176.3.m1.1"><semantics id="A4.T10.176.176.176.176.176.176.3.m1.1a"><mo id="A4.T10.176.176.176.176.176.176.3.m1.1.1" mathcolor="#000000" xref="A4.T10.176.176.176.176.176.176.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.176.176.176.176.176.176.3.m1.1b"><csymbol cd="latexml" id="A4.T10.176.176.176.176.176.176.3.m1.1.1.cmml" xref="A4.T10.176.176.176.176.176.176.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.176.176.176.176.176.176.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.176.176.176.176.176.176.3.m1.1d">±</annotation></semantics></math> 5.632 9.302 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.177.177.177.177.177.177.4.m1.1"><semantics id="A4.T10.177.177.177.177.177.177.4.m1.1a"><mo id="A4.T10.177.177.177.177.177.177.4.m1.1.1" mathcolor="#000000" xref="A4.T10.177.177.177.177.177.177.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.177.177.177.177.177.177.4.m1.1b"><csymbol cd="latexml" id="A4.T10.177.177.177.177.177.177.4.m1.1.1.cmml" xref="A4.T10.177.177.177.177.177.177.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.177.177.177.177.177.177.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.177.177.177.177.177.177.4.m1.1d">±</annotation></semantics></math> 2.617 0.753 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.178.178.178.178.178.178.5.1.m1.1"><semantics id="A4.T10.178.178.178.178.178.178.5.1.m1.1a"><mo id="A4.T10.178.178.178.178.178.178.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.178.178.178.178.178.178.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.178.178.178.178.178.178.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.178.178.178.178.178.178.5.1.m1.1.1.cmml" xref="A4.T10.178.178.178.178.178.178.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.178.178.178.178.178.178.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.178.178.178.178.178.178.5.1.m1.1d">±</annotation></semantics></math> 0.260 -0.913 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.179.179.179.179.179.179.6.m1.1"><semantics id="A4.T10.179.179.179.179.179.179.6.m1.1a"><mo id="A4.T10.179.179.179.179.179.179.6.m1.1.1" mathcolor="#000000" xref="A4.T10.179.179.179.179.179.179.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.179.179.179.179.179.179.6.m1.1b"><csymbol cd="latexml" id="A4.T10.179.179.179.179.179.179.6.m1.1.1.cmml" xref="A4.T10.179.179.179.179.179.179.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.179.179.179.179.179.179.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.179.179.179.179.179.179.6.m1.1d">±</annotation></semantics></math> 0.031 -1.078 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.180.180.180.180.180.180.7.m1.1"><semantics id="A4.T10.180.180.180.180.180.180.7.m1.1a"><mo id="A4.T10.180.180.180.180.180.180.7.m1.1.1" mathcolor="#000000" xref="A4.T10.180.180.180.180.180.180.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.180.180.180.180.180.180.7.m1.1b"><csymbol cd="latexml" id="A4.T10.180.180.180.180.180.180.7.m1.1.1.cmml" xref="A4.T10.180.180.180.180.180.180.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.180.180.180.180.180.180.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.180.180.180.180.180.180.7.m1.1d">±</annotation></semantics></math> 0.025 -1.007 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.181.181.181.181.181.181.8.m1.1"><semantics id="A4.T10.181.181.181.181.181.181.8.m1.1a"><mo id="A4.T10.181.181.181.181.181.181.8.m1.1.1" mathcolor="#000000" xref="A4.T10.181.181.181.181.181.181.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.181.181.181.181.181.181.8.m1.1b"><csymbol cd="latexml" id="A4.T10.181.181.181.181.181.181.8.m1.1.1.cmml" xref="A4.T10.181.181.181.181.181.181.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.181.181.181.181.181.181.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.181.181.181.181.181.181.8.m1.1d">±</annotation></semantics></math> 0.162 0.735 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.182.182.182.182.182.182.9.m1.1"><semantics id="A4.T10.182.182.182.182.182.182.9.m1.1a"><mo id="A4.T10.182.182.182.182.182.182.9.m1.1.1" mathcolor="#000000" xref="A4.T10.182.182.182.182.182.182.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.182.182.182.182.182.182.9.m1.1b"><csymbol cd="latexml" id="A4.T10.182.182.182.182.182.182.9.m1.1.1.cmml" xref="A4.T10.182.182.182.182.182.182.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.182.182.182.182.182.182.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.182.182.182.182.182.182.9.m1.1d">±</annotation></semantics></math> 0.079 0.977 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.183.183.183.183.183.183.10.1.m1.1"><semantics id="A4.T10.183.183.183.183.183.183.10.1.m1.1a"><mo id="A4.T10.183.183.183.183.183.183.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.183.183.183.183.183.183.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.183.183.183.183.183.183.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.183.183.183.183.183.183.10.1.m1.1.1.cmml" xref="A4.T10.183.183.183.183.183.183.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.183.183.183.183.183.183.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.183.183.183.183.183.183.10.1.m1.1d">±</annotation></semantics></math> 0.008 usbf_device 5.545 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.184.184.184.184.184.184.1.m1.1"><semantics id="A4.T10.184.184.184.184.184.184.1.m1.1a"><mo id="A4.T10.184.184.184.184.184.184.1.m1.1.1" mathcolor="#000000" xref="A4.T10.184.184.184.184.184.184.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.184.184.184.184.184.184.1.m1.1b"><csymbol cd="latexml" id="A4.T10.184.184.184.184.184.184.1.m1.1.1.cmml" xref="A4.T10.184.184.184.184.184.184.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.184.184.184.184.184.184.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.184.184.184.184.184.184.1.m1.1d">±</annotation></semantics></math> 0.365 8.497 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.185.185.185.185.185.185.2.m1.1"><semantics id="A4.T10.185.185.185.185.185.185.2.m1.1a"><mo id="A4.T10.185.185.185.185.185.185.2.m1.1.1" mathcolor="#000000" xref="A4.T10.185.185.185.185.185.185.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.185.185.185.185.185.185.2.m1.1b"><csymbol cd="latexml" id="A4.T10.185.185.185.185.185.185.2.m1.1.1.cmml" xref="A4.T10.185.185.185.185.185.185.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.185.185.185.185.185.185.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.185.185.185.185.185.185.2.m1.1d">±</annotation></semantics></math> 0.226 5.062 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.186.186.186.186.186.186.3.m1.1"><semantics id="A4.T10.186.186.186.186.186.186.3.m1.1a"><mo id="A4.T10.186.186.186.186.186.186.3.m1.1.1" mathcolor="#000000" xref="A4.T10.186.186.186.186.186.186.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.186.186.186.186.186.186.3.m1.1b"><csymbol cd="latexml" id="A4.T10.186.186.186.186.186.186.3.m1.1.1.cmml" xref="A4.T10.186.186.186.186.186.186.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.186.186.186.186.186.186.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.186.186.186.186.186.186.3.m1.1d">±</annotation></semantics></math> 0.743 1.249 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.187.187.187.187.187.187.4.m1.1"><semantics id="A4.T10.187.187.187.187.187.187.4.m1.1a"><mo id="A4.T10.187.187.187.187.187.187.4.m1.1.1" mathcolor="#000000" xref="A4.T10.187.187.187.187.187.187.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.187.187.187.187.187.187.4.m1.1b"><csymbol cd="latexml" id="A4.T10.187.187.187.187.187.187.4.m1.1.1.cmml" xref="A4.T10.187.187.187.187.187.187.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.187.187.187.187.187.187.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.187.187.187.187.187.187.4.m1.1d">±</annotation></semantics></math> 0.339 0.117 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.188.188.188.188.188.188.5.1.m1.1"><semantics id="A4.T10.188.188.188.188.188.188.5.1.m1.1a"><mo id="A4.T10.188.188.188.188.188.188.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.188.188.188.188.188.188.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.188.188.188.188.188.188.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.188.188.188.188.188.188.5.1.m1.1.1.cmml" xref="A4.T10.188.188.188.188.188.188.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.188.188.188.188.188.188.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.188.188.188.188.188.188.5.1.m1.1d">±</annotation></semantics></math> 0.001 -0.215 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.189.189.189.189.189.189.6.m1.1"><semantics id="A4.T10.189.189.189.189.189.189.6.m1.1a"><mo id="A4.T10.189.189.189.189.189.189.6.m1.1.1" mathcolor="#000000" xref="A4.T10.189.189.189.189.189.189.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.189.189.189.189.189.189.6.m1.1b"><csymbol cd="latexml" id="A4.T10.189.189.189.189.189.189.6.m1.1.1.cmml" xref="A4.T10.189.189.189.189.189.189.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.189.189.189.189.189.189.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.189.189.189.189.189.189.6.m1.1d">±</annotation></semantics></math> 0.065 -0.946 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.190.190.190.190.190.190.7.m1.1"><semantics id="A4.T10.190.190.190.190.190.190.7.m1.1a"><mo id="A4.T10.190.190.190.190.190.190.7.m1.1.1" mathcolor="#000000" xref="A4.T10.190.190.190.190.190.190.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.190.190.190.190.190.190.7.m1.1b"><csymbol cd="latexml" id="A4.T10.190.190.190.190.190.190.7.m1.1.1.cmml" xref="A4.T10.190.190.190.190.190.190.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.190.190.190.190.190.190.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.190.190.190.190.190.190.7.m1.1d">±</annotation></semantics></math> 0.146 -0.133 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.191.191.191.191.191.191.8.m1.1"><semantics id="A4.T10.191.191.191.191.191.191.8.m1.1a"><mo id="A4.T10.191.191.191.191.191.191.8.m1.1.1" mathcolor="#000000" xref="A4.T10.191.191.191.191.191.191.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.191.191.191.191.191.191.8.m1.1b"><csymbol cd="latexml" id="A4.T10.191.191.191.191.191.191.8.m1.1.1.cmml" xref="A4.T10.191.191.191.191.191.191.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.191.191.191.191.191.191.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.191.191.191.191.191.191.8.m1.1d">±</annotation></semantics></math> 0.094 0.347 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.192.192.192.192.192.192.9.m1.1"><semantics id="A4.T10.192.192.192.192.192.192.9.m1.1a"><mo id="A4.T10.192.192.192.192.192.192.9.m1.1.1" mathcolor="#000000" xref="A4.T10.192.192.192.192.192.192.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.192.192.192.192.192.192.9.m1.1b"><csymbol cd="latexml" id="A4.T10.192.192.192.192.192.192.9.m1.1.1.cmml" xref="A4.T10.192.192.192.192.192.192.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.192.192.192.192.192.192.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.192.192.192.192.192.192.9.m1.1d">±</annotation></semantics></math> 0.119 0.949 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.193.193.193.193.193.193.10.1.m1.1"><semantics id="A4.T10.193.193.193.193.193.193.10.1.m1.1a"><mo id="A4.T10.193.193.193.193.193.193.10.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.193.193.193.193.193.193.10.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.193.193.193.193.193.193.10.1.m1.1b"><csymbol cd="latexml" id="A4.T10.193.193.193.193.193.193.10.1.m1.1.1.cmml" xref="A4.T10.193.193.193.193.193.193.10.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.193.193.193.193.193.193.10.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.193.193.193.193.193.193.10.1.m1.1d">±</annotation></semantics></math> 0.002 xtea 22.387 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.194.194.194.194.194.194.1.m1.1"><semantics id="A4.T10.194.194.194.194.194.194.1.m1.1a"><mo id="A4.T10.194.194.194.194.194.194.1.m1.1.1" mathcolor="#000000" xref="A4.T10.194.194.194.194.194.194.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.194.194.194.194.194.194.1.m1.1b"><csymbol cd="latexml" id="A4.T10.194.194.194.194.194.194.1.m1.1.1.cmml" xref="A4.T10.194.194.194.194.194.194.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.194.194.194.194.194.194.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.194.194.194.194.194.194.1.m1.1d">±</annotation></semantics></math> 1.400 25.368 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.195.195.195.195.195.195.2.m1.1"><semantics id="A4.T10.195.195.195.195.195.195.2.m1.1a"><mo id="A4.T10.195.195.195.195.195.195.2.m1.1.1" mathcolor="#000000" xref="A4.T10.195.195.195.195.195.195.2.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.195.195.195.195.195.195.2.m1.1b"><csymbol cd="latexml" id="A4.T10.195.195.195.195.195.195.2.m1.1.1.cmml" xref="A4.T10.195.195.195.195.195.195.2.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.195.195.195.195.195.195.2.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.195.195.195.195.195.195.2.m1.1d">±</annotation></semantics></math> 1.489 24.132 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.196.196.196.196.196.196.3.m1.1"><semantics id="A4.T10.196.196.196.196.196.196.3.m1.1a"><mo id="A4.T10.196.196.196.196.196.196.3.m1.1.1" mathcolor="#000000" xref="A4.T10.196.196.196.196.196.196.3.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.196.196.196.196.196.196.3.m1.1b"><csymbol cd="latexml" id="A4.T10.196.196.196.196.196.196.3.m1.1.1.cmml" xref="A4.T10.196.196.196.196.196.196.3.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.196.196.196.196.196.196.3.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.196.196.196.196.196.196.3.m1.1d">±</annotation></semantics></math> 3.173 3.613 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.197.197.197.197.197.197.4.m1.1"><semantics id="A4.T10.197.197.197.197.197.197.4.m1.1a"><mo id="A4.T10.197.197.197.197.197.197.4.m1.1.1" mathcolor="#000000" xref="A4.T10.197.197.197.197.197.197.4.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.197.197.197.197.197.197.4.m1.1b"><csymbol cd="latexml" id="A4.T10.197.197.197.197.197.197.4.m1.1.1.cmml" xref="A4.T10.197.197.197.197.197.197.4.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.197.197.197.197.197.197.4.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.197.197.197.197.197.197.4.m1.1d">±</annotation></semantics></math> 2.270 0.285 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.198.198.198.198.198.198.5.1.m1.1"><semantics id="A4.T10.198.198.198.198.198.198.5.1.m1.1a"><mo id="A4.T10.198.198.198.198.198.198.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.198.198.198.198.198.198.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.198.198.198.198.198.198.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.198.198.198.198.198.198.5.1.m1.1.1.cmml" xref="A4.T10.198.198.198.198.198.198.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.198.198.198.198.198.198.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.198.198.198.198.198.198.5.1.m1.1d">±</annotation></semantics></math> 0.041 0.210 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.199.199.199.199.199.199.6.m1.1"><semantics id="A4.T10.199.199.199.199.199.199.6.m1.1a"><mo id="A4.T10.199.199.199.199.199.199.6.m1.1.1" mathcolor="#000000" xref="A4.T10.199.199.199.199.199.199.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.199.199.199.199.199.199.6.m1.1b"><csymbol cd="latexml" id="A4.T10.199.199.199.199.199.199.6.m1.1.1.cmml" xref="A4.T10.199.199.199.199.199.199.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.199.199.199.199.199.199.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.199.199.199.199.199.199.6.m1.1d">±</annotation></semantics></math> 0.044 -0.055 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.200.200.200.200.200.200.7.m1.1"><semantics id="A4.T10.200.200.200.200.200.200.7.m1.1a"><mo id="A4.T10.200.200.200.200.200.200.7.m1.1.1" mathcolor="#000000" xref="A4.T10.200.200.200.200.200.200.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.200.200.200.200.200.200.7.m1.1b"><csymbol cd="latexml" id="A4.T10.200.200.200.200.200.200.7.m1.1.1.cmml" xref="A4.T10.200.200.200.200.200.200.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.200.200.200.200.200.200.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.200.200.200.200.200.200.7.m1.1d">±</annotation></semantics></math> 0.091 0.099 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.201.201.201.201.201.201.8.m1.1"><semantics id="A4.T10.201.201.201.201.201.201.8.m1.1a"><mo id="A4.T10.201.201.201.201.201.201.8.m1.1.1" mathcolor="#000000" xref="A4.T10.201.201.201.201.201.201.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.201.201.201.201.201.201.8.m1.1b"><csymbol cd="latexml" id="A4.T10.201.201.201.201.201.201.8.m1.1.1.cmml" xref="A4.T10.201.201.201.201.201.201.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.201.201.201.201.201.201.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.201.201.201.201.201.201.8.m1.1d">±</annotation></semantics></math> 0.181 0.888 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.202.202.202.202.202.202.9.m1.1"><semantics id="A4.T10.202.202.202.202.202.202.9.m1.1a"><mo id="A4.T10.202.202.202.202.202.202.9.m1.1.1" mathcolor="#000000" xref="A4.T10.202.202.202.202.202.202.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.202.202.202.202.202.202.9.m1.1b"><csymbol cd="latexml" id="A4.T10.202.202.202.202.202.202.9.m1.1.1.cmml" xref="A4.T10.202.202.202.202.202.202.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.202.202.202.202.202.202.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.202.202.202.202.202.202.9.m1.1d">±</annotation></semantics></math> 0.062 0.985 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.203.203.203.203.203.203.10.1.m1.1"><semantics 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id="A4.T10.208.208.208.208.208.208.5.1.m1.1a"><mo id="A4.T10.208.208.208.208.208.208.5.1.m1.1.1" mathcolor="#000000" mathvariant="normal" xref="A4.T10.208.208.208.208.208.208.5.1.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.208.208.208.208.208.208.5.1.m1.1b"><csymbol cd="latexml" id="A4.T10.208.208.208.208.208.208.5.1.m1.1.1.cmml" xref="A4.T10.208.208.208.208.208.208.5.1.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.208.208.208.208.208.208.5.1.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.208.208.208.208.208.208.5.1.m1.1d">±</annotation></semantics></math> 0.099 -0.235 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.209.209.209.209.209.209.6.m1.1"><semantics id="A4.T10.209.209.209.209.209.209.6.m1.1a"><mo id="A4.T10.209.209.209.209.209.209.6.m1.1.1" mathcolor="#000000" xref="A4.T10.209.209.209.209.209.209.6.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.209.209.209.209.209.209.6.m1.1b"><csymbol cd="latexml" id="A4.T10.209.209.209.209.209.209.6.m1.1.1.cmml" xref="A4.T10.209.209.209.209.209.209.6.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.209.209.209.209.209.209.6.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.209.209.209.209.209.209.6.m1.1d">±</annotation></semantics></math> 0.450 -0.481 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.210.210.210.210.210.210.7.m1.1"><semantics id="A4.T10.210.210.210.210.210.210.7.m1.1a"><mo id="A4.T10.210.210.210.210.210.210.7.m1.1.1" mathcolor="#000000" xref="A4.T10.210.210.210.210.210.210.7.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.210.210.210.210.210.210.7.m1.1b"><csymbol cd="latexml" id="A4.T10.210.210.210.210.210.210.7.m1.1.1.cmml" xref="A4.T10.210.210.210.210.210.210.7.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.210.210.210.210.210.210.7.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.210.210.210.210.210.210.7.m1.1d">±</annotation></semantics></math> 0.114 -1.034 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.211.211.211.211.211.211.8.m1.1"><semantics id="A4.T10.211.211.211.211.211.211.8.m1.1a"><mo id="A4.T10.211.211.211.211.211.211.8.m1.1.1" mathcolor="#000000" xref="A4.T10.211.211.211.211.211.211.8.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.211.211.211.211.211.211.8.m1.1b"><csymbol cd="latexml" id="A4.T10.211.211.211.211.211.211.8.m1.1.1.cmml" xref="A4.T10.211.211.211.211.211.211.8.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.211.211.211.211.211.211.8.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.211.211.211.211.211.211.8.m1.1d">±</annotation></semantics></math> 0.999 0.490 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.212.212.212.212.212.212.9.m1.1"><semantics id="A4.T10.212.212.212.212.212.212.9.m1.1a"><mo id="A4.T10.212.212.212.212.212.212.9.m1.1.1" mathcolor="#000000" xref="A4.T10.212.212.212.212.212.212.9.m1.1.1.cmml">±</mo><annotation-xml encoding="MathML-Content" id="A4.T10.212.212.212.212.212.212.9.m1.1b"><csymbol cd="latexml" id="A4.T10.212.212.212.212.212.212.9.m1.1.1.cmml" xref="A4.T10.212.212.212.212.212.212.9.m1.1.1">plus-or-minus</csymbol></annotation-xml><annotation encoding="application/x-tex" id="A4.T10.212.212.212.212.212.212.9.m1.1c">\pm</annotation><annotation encoding="application/x-llamapun" id="A4.T10.212.212.212.212.212.212.9.m1.1d">±</annotation></semantics></math> 0.146 0.931 <math alttext="\pm" class="ltx_Math" display="inline" id="A4.T10.213.213.213.213.213.213.10.1.m1.1"><semantics 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id="A4.T10.215.m1.1"><semantics id="A4.T10.215.m1.1b"><msubsup id="A4.T10.215.m1.1.1" xref="A4.T10.215.m1.1.1.cmml"><mi id="A4.T10.215.m1.1.1.2.2" xref="A4.T10.215.m1.1.1.2.2.cmml">R</mi><mrow id="A4.T10.215.m1.1.1.2.3" xref="A4.T10.215.m1.1.1.2.3.cmml"><mi id="A4.T10.215.m1.1.1.2.3.2" xref="A4.T10.215.m1.1.1.2.3.2.cmml">u</mi><mo id="A4.T10.215.m1.1.1.2.3.1" xref="A4.T10.215.m1.1.1.2.3.1.cmml">⁢</mo><mi id="A4.T10.215.m1.1.1.2.3.3" xref="A4.T10.215.m1.1.1.2.3.3.cmml">f</mi></mrow><mn id="A4.T10.215.m1.1.1.3" xref="A4.T10.215.m1.1.1.3.cmml">2</mn></msubsup><annotation-xml encoding="MathML-Content" id="A4.T10.215.m1.1c"><apply id="A4.T10.215.m1.1.1.cmml" xref="A4.T10.215.m1.1.1"><csymbol cd="ambiguous" id="A4.T10.215.m1.1.1.1.cmml" xref="A4.T10.215.m1.1.1">superscript</csymbol><apply id="A4.T10.215.m1.1.1.2.cmml" xref="A4.T10.215.m1.1.1"><csymbol cd="ambiguous" id="A4.T10.215.m1.1.1.2.1.cmml" xref="A4.T10.215.m1.1.1">subscript</csymbol><ci id="A4.T10.215.m1.1.1.2.2.cmml" 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Experiments are implemented on 5 different seeds. </figcaption> </figure> </section> <section class="ltx_subsection" id="A4.SS3"> <h3 class="ltx_title ltx_title_subsection"> D.3 Slack Prediction on Endpoints</h3> <div class="ltx_para" id="A4.SS3.p1"> We draw slack ground truth and prediction on all timing endpoints of testing set in Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.F6" title="Figure 6 ‣ D.3 Slack Prediction on Endpoints ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">6</a>, which shows a strong linear correlation between prediction and ground truth. </div> <figure class="ltx_figure" id="A4.F6"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="127" id="A4.F6.g1" src="x7.png" width="830"/> <figcaption class="ltx_caption ltx_centering">Figure 6: Slack ground truth and prediction on timing path endpoints, showing a strong linear correlation (red line is <math alttext="y=x" class="ltx_Math" display="inline" id="A4.F6.2.m1.1"><semantics id="A4.F6.2.m1.1b"><mrow id="A4.F6.2.m1.1.1" xref="A4.F6.2.m1.1.1.cmml"><mi id="A4.F6.2.m1.1.1.2" xref="A4.F6.2.m1.1.1.2.cmml">y</mi><mo id="A4.F6.2.m1.1.1.1" xref="A4.F6.2.m1.1.1.1.cmml">=</mo><mi id="A4.F6.2.m1.1.1.3" xref="A4.F6.2.m1.1.1.3.cmml">x</mi></mrow><annotation-xml encoding="MathML-Content" id="A4.F6.2.m1.1c"><apply id="A4.F6.2.m1.1.1.cmml" xref="A4.F6.2.m1.1.1"><eq id="A4.F6.2.m1.1.1.1.cmml" xref="A4.F6.2.m1.1.1.1"></eq><ci id="A4.F6.2.m1.1.1.2.cmml" xref="A4.F6.2.m1.1.1.2">𝑦</ci><ci id="A4.F6.2.m1.1.1.3.cmml" xref="A4.F6.2.m1.1.1.3">𝑥</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A4.F6.2.m1.1d">y=x</annotation><annotation encoding="application/x-llamapun" id="A4.F6.2.m1.1e">italic_y = italic_x</annotation></semantics></math>).</figcaption> </figure> </section> <section class="ltx_subsection" id="A4.SS4"> <h3 class="ltx_title ltx_title_subsection"> D.4 Time Cost for Graph Partition and Inference</h3> <div class="ltx_para" id="A4.SS4.p1"> We also evaluate the time cost for graph partition and inference shown in Fig. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A4.F7" title="Figure 7 ‣ D.4 Time Cost for Graph Partition and Inference ‣ Appendix D Experiments ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">7</a>. For large-scale circuit with about 300,000 pins, the inference can be finished within one second. </div> <figure class="ltx_figure" id="A4.F7"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="282" id="A4.F7.g1" src="x8.png" width="830"/> <figcaption class="ltx_caption ltx_centering">Figure 7: Partition time with maximum sub-graph size 50000. If the size of original graph is less than maximum sub-graph size, we will not partition this circuit. </figcaption> </figure> </section> </section> <section class="ltx_appendix" id="A5"> <h2 class="ltx_title ltx_title_appendix"> Appendix E Why Other Graph Partition Algorithms Inappropriate?</h2> <div class="ltx_para" id="A5.p1"> As we have discussed, the AT of current node relies on all its predecessors. We can and only can calculate its AT after all ATs of its predecessors have been calculated. We apply topological sorting to depict this dependency. </div> <div class="ltx_para" id="A5.p2"> In our graph partition algorithm, we add nodes belonging to the same topological sorting order into a level, and construct sub-graph based on continuous levels. If we apply topological sorting in the sub-graph, the relative sorting orders will be the same in the original whole graph, which preserve the topological dependency in timing path. </div> <figure class="ltx_figure" id="A5.F8"><img alt="Refer to caption" class="ltx_graphics ltx_centering ltx_img_landscape" height="440" id="A5.F8.g1" src="x9.png" width="830"/> <figcaption class="ltx_caption ltx_centering">Figure 8: Our order preserving partition algorithm, ensuring that after partitioning, nodes belonging to the same topological sorting order serve the same logic role (all of them are fan-in or fan-out), and they are still in the same level. As a result, our graph partition algorithm can preserve the sorting order. </figcaption> </figure> <div class="ltx_para" id="A5.p3"> Traditional graph clustering methods <cite class="ltx_cite ltx_citemacro_citep">(Hartigan and Wong <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib14" title="">1979</a>)</cite> merge nodes into a cluster, leading to the loss of fine-grained connections. In this task, we need to calculate AT of each node. As a result, it is inappropriate in this settings. Other partitioning methods, such as KaHIP <cite class="ltx_cite ltx_citemacro_citep">(Sanders and Schulz <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib33" title="">2013</a>)</cite> and METIS <cite class="ltx_cite ltx_citemacro_citep">(Karypis and Kumar <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib18" title="">1998</a>)</cite> are based on the optimizing for cut- or connectivity-metric, mainly focus on neighbours structure, while in circuit, deep timing paths play a critical role. Furthermore, in topological propagation layer, the relative topological sorting orders will be different from that in the original whole graph, which disrupts the topological sorting level information in circuit graph, even makes propagation unable to implement. For example, in original whole graph and our partitioned sub-graphs, nodes belonging to the same order serve as the same logic role, which means they are all fan-in or fan-out. However, if we apply topological sorting on sub-graphs partitioned by other algorithms, nodes belonging to the same order possibly do not serve the same logic role. </div> <div class="ltx_para" id="A5.p4"> We also illustrate it in Fig <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#A5.F8" title="Figure 8 ‣ Appendix E Why Other Graph Partition Algorithms Inappropriate? ‣ PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling">8</a>. Green rectangle means fan-in, which is input pin of cell. Red circle means fan-out, which is output pin of cell. Under usual circumstances, a cell consists with two input pins and a single output pin. The dotted line splits the whole graph into two sub-graphs. Left is our order preserving partition algorithm, ensuring that after partitioning, nodes belonging to the same topological sorting order still serve as the same logic role (all of them are fan-in or fan-out), and they are still in the same level. However, in the right part, results through other partition algorithms, possibly are faced with such situation. After applying topological sorting on the sub-graph, nodes belonging to the same topological order do not always serve as the same logic role. For example, in sub-graph 2 of other graph partition, A has the same topological sorting order with B and C, but A serves as a fan-out, which is the output pin of a cell, while B and C serve as fan-in, which are the input pin of another cell. This makes topological propagation unable to implement. As a result, our graph partition algorithm can preserve the sorting order. </div> </section> <section class="ltx_appendix" id="A6"> <h2 class="ltx_title ltx_title_appendix"> Appendix F Model Structure</h2> <section class="ltx_subsection" id="A6.SS1"> <h3 class="ltx_title ltx_title_subsection"> F.1 Global Pre-training Circuit Graph Auto-Encoder</h3> <div class="ltx_para" id="A6.SS1.p1"> The forward propagation of our GNN layer is shown as follows: <table class="ltx_equationgroup ltx_eqn_table" id="A6.E10"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E10X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{m}_{ji}" class="ltx_Math" display="inline" id="A6.E10X.2.1.1.m1.1"><semantics id="A6.E10X.2.1.1.m1.1a"><msub id="A6.E10X.2.1.1.m1.1.1" xref="A6.E10X.2.1.1.m1.1.1.cmml"><mi id="A6.E10X.2.1.1.m1.1.1.2" xref="A6.E10X.2.1.1.m1.1.1.2.cmml">𝐦</mi><mrow 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xref="A6.E10Xa.3.2.2.m1.3.3.3.2.1.1.2">𝒩</ci><ci id="A6.E10Xa.3.2.2.m1.2.2.2.1.cmml" xref="A6.E10Xa.3.2.2.m1.2.2.2.1">𝑖</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xa.3.2.2.m1.3c">\displaystyle=\frac{\sum_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}}{\mathrm{size}(% \mathcal{N}(i))}</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xa.3.2.2.m1.3d">= divide start_ARG ∑ start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT end_ARG start_ARG roman_size ( caligraphic_N ( italic_i ) ) end_ARG</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E10Xb"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{b}_{i}" class="ltx_Math" display="inline" 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xref="A6.E10Xb.3.2.2.m1.1.2.3.2.3.2">𝑗</ci><ci id="A6.E10Xb.3.2.2.m1.1.2.3.2.3.3.cmml" xref="A6.E10Xb.3.2.2.m1.1.2.3.2.3.3">𝑖</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xb.3.2.2.m1.1c">\displaystyle=\max_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xb.3.2.2.m1.1d">= roman_max start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E10Xc"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{c}_{i}" class="ltx_Math" display="inline" id="A6.E10Xc.2.1.1.m1.1"><semantics id="A6.E10Xc.2.1.1.m1.1a"><msub id="A6.E10Xc.2.1.1.m1.1.1" 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xref="A6.E10Xc.3.2.2.m1.1.2.3.2.3.3">𝑖</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xc.3.2.2.m1.1c">\displaystyle=\min_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xc.3.2.2.m1.1d">= roman_min start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E10Xd"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{d}_{i}" class="ltx_Math" display="inline" id="A6.E10Xd.2.1.1.m1.1"><semantics id="A6.E10Xd.2.1.1.m1.1a"><msub id="A6.E10Xd.2.1.1.m1.1.1" xref="A6.E10Xd.2.1.1.m1.1.1.cmml"><mi id="A6.E10Xd.2.1.1.m1.1.1.2" xref="A6.E10Xd.2.1.1.m1.1.1.2.cmml">𝐝</mi><mi id="A6.E10Xd.2.1.1.m1.1.1.3" xref="A6.E10Xd.2.1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="A6.E10Xd.2.1.1.m1.1b"><apply id="A6.E10Xd.2.1.1.m1.1.1.cmml" xref="A6.E10Xd.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="A6.E10Xd.2.1.1.m1.1.1.1.cmml" xref="A6.E10Xd.2.1.1.m1.1.1">subscript</csymbol><ci id="A6.E10Xd.2.1.1.m1.1.1.2.cmml" xref="A6.E10Xd.2.1.1.m1.1.1.2">𝐝</ci><ci id="A6.E10Xd.2.1.1.m1.1.1.3.cmml" xref="A6.E10Xd.2.1.1.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xd.2.1.1.m1.1c">\displaystyle\mathbf{d}_{i}</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xd.2.1.1.m1.1d">bold_d start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\sum_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}" class="ltx_Math" display="inline" id="A6.E10Xd.3.2.2.m1.1"><semantics 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xref="A6.E10Xd.3.2.2.m1.1.2.3.2.3.3">𝑖</ci></apply></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xd.3.2.2.m1.1c">\displaystyle=\sum_{j\in\mathcal{N}(i)}\mathbf{m}_{ji}</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xd.3.2.2.m1.1d">= ∑ start_POSTSUBSCRIPT italic_j ∈ caligraphic_N ( italic_i ) end_POSTSUBSCRIPT bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E10Xe"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{f}_{i}" class="ltx_Math" display="inline" id="A6.E10Xe.2.1.1.m1.1"><semantics id="A6.E10Xe.2.1.1.m1.1a"><msub id="A6.E10Xe.2.1.1.m1.1.1" xref="A6.E10Xe.2.1.1.m1.1.1.cmml"><mi id="A6.E10Xe.2.1.1.m1.1.1.2" xref="A6.E10Xe.2.1.1.m1.1.1.2.cmml">𝐟</mi><mi id="A6.E10Xe.2.1.1.m1.1.1.3" xref="A6.E10Xe.2.1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="A6.E10Xe.2.1.1.m1.1b"><apply id="A6.E10Xe.2.1.1.m1.1.1.cmml" xref="A6.E10Xe.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="A6.E10Xe.2.1.1.m1.1.1.1.cmml" xref="A6.E10Xe.2.1.1.m1.1.1">subscript</csymbol><ci id="A6.E10Xe.2.1.1.m1.1.1.2.cmml" xref="A6.E10Xe.2.1.1.m1.1.1.2">𝐟</ci><ci id="A6.E10Xe.2.1.1.m1.1.1.3.cmml" xref="A6.E10Xe.2.1.1.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xe.2.1.1.m1.1c">\displaystyle\mathbf{f}_{i}</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xe.2.1.1.m1.1d">bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math alttext="\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{a}_{i}||\mathbf{b}_{i}||% \mathbf{c}_{i}||\mathbf{d}_{i})+\mathbf{f}_{i}," class="ltx_Math" display="inline" 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xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.cmml">)</mo></mrow></mrow><mo id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.2" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.2.cmml">+</mo><msub id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.cmml"><mi id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.2" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.2.cmml">𝐟</mi><mi id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.3" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.3.cmml">i</mi></msub></mrow></mrow><mo id="A6.E10Xe.3.2.2.m1.1.1.1.2" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.cmml">,</mo></mrow><annotation-xml encoding="MathML-Content" id="A6.E10Xe.3.2.2.m1.1b"><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1"><eq id="A6.E10Xe.3.2.2.m1.1.1.1.1.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.2"></eq><csymbol cd="latexml" id="A6.E10Xe.3.2.2.m1.1.1.1.1.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.3">absent</csymbol><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1"><plus id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.2"></plus><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1"><times id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.2"></times><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.3">MLP</ci><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1"><times id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.3"></times><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4"><csymbol cd="ambiguous" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4">subscript</csymbol><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.2">𝐟</ci><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.3">𝑖</ci></apply><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1"><csymbol cd="latexml" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.2">norm</csymbol><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1"><csymbol cd="ambiguous" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1">subscript</csymbol><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.2">𝐚</ci><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.3">𝑖</ci></apply></apply><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5"><csymbol cd="ambiguous" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5">subscript</csymbol><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5.2">𝐛</ci><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.5.3">𝑖</ci></apply><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1"><csymbol cd="latexml" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.2.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.2">norm</csymbol><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1"><csymbol cd="ambiguous" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1">subscript</csymbol><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1.2">𝐜</ci><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.1.1.3">𝑖</ci></apply></apply><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6"><csymbol cd="ambiguous" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6">subscript</csymbol><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6.2">𝐝</ci><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.1.1.1.1.6.3">𝑖</ci></apply></apply></apply><apply id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3"><csymbol cd="ambiguous" id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.1.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3">subscript</csymbol><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.2.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.2">𝐟</ci><ci id="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.3.cmml" xref="A6.E10Xe.3.2.2.m1.1.1.1.1.1.3.3">𝑖</ci></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E10Xe.3.2.2.m1.1c">\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{a}_{i}||\mathbf{b}_{i}||% \mathbf{c}_{i}||\mathbf{d}_{i})+\mathbf{f}_{i},</annotation><annotation encoding="application/x-llamapun" id="A6.E10Xe.3.2.2.m1.1d">= roman_MLP ( bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_a start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_b start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_c start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_d start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT ) + bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="\mathbf{f}_{i}" class="ltx_Math" display="inline" id="A6.SS1.p1.1.m1.1"><semantics id="A6.SS1.p1.1.m1.1a"><msub id="A6.SS1.p1.1.m1.1.1" xref="A6.SS1.p1.1.m1.1.1.cmml"><mi id="A6.SS1.p1.1.m1.1.1.2" xref="A6.SS1.p1.1.m1.1.1.2.cmml">𝐟</mi><mi id="A6.SS1.p1.1.m1.1.1.3" xref="A6.SS1.p1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="A6.SS1.p1.1.m1.1b"><apply id="A6.SS1.p1.1.m1.1.1.cmml" xref="A6.SS1.p1.1.m1.1.1"><csymbol cd="ambiguous" id="A6.SS1.p1.1.m1.1.1.1.cmml" xref="A6.SS1.p1.1.m1.1.1">subscript</csymbol><ci id="A6.SS1.p1.1.m1.1.1.2.cmml" xref="A6.SS1.p1.1.m1.1.1.2">𝐟</ci><ci id="A6.SS1.p1.1.m1.1.1.3.cmml" xref="A6.SS1.p1.1.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.SS1.p1.1.m1.1c">\mathbf{f}_{i}</annotation><annotation encoding="application/x-llamapun" id="A6.SS1.p1.1.m1.1d">bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math> is the node feature for node <math alttext="i" class="ltx_Math" display="inline" id="A6.SS1.p1.2.m2.1"><semantics id="A6.SS1.p1.2.m2.1a"><mi id="A6.SS1.p1.2.m2.1.1" xref="A6.SS1.p1.2.m2.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="A6.SS1.p1.2.m2.1b"><ci id="A6.SS1.p1.2.m2.1.1.cmml" xref="A6.SS1.p1.2.m2.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="A6.SS1.p1.2.m2.1c">i</annotation><annotation encoding="application/x-llamapun" id="A6.SS1.p1.2.m2.1d">italic_i</annotation></semantics></math>, <math alttext="\mathcal{N}(i)" class="ltx_Math" display="inline" id="A6.SS1.p1.3.m3.1"><semantics id="A6.SS1.p1.3.m3.1a"><mrow id="A6.SS1.p1.3.m3.1.2" xref="A6.SS1.p1.3.m3.1.2.cmml"><mi class="ltx_font_mathcaligraphic" id="A6.SS1.p1.3.m3.1.2.2" xref="A6.SS1.p1.3.m3.1.2.2.cmml">𝒩</mi><mo id="A6.SS1.p1.3.m3.1.2.1" xref="A6.SS1.p1.3.m3.1.2.1.cmml">⁢</mo><mrow id="A6.SS1.p1.3.m3.1.2.3.2" xref="A6.SS1.p1.3.m3.1.2.cmml"><mo id="A6.SS1.p1.3.m3.1.2.3.2.1" stretchy="false" xref="A6.SS1.p1.3.m3.1.2.cmml">(</mo><mi id="A6.SS1.p1.3.m3.1.1" xref="A6.SS1.p1.3.m3.1.1.cmml">i</mi><mo id="A6.SS1.p1.3.m3.1.2.3.2.2" stretchy="false" xref="A6.SS1.p1.3.m3.1.2.cmml">)</mo></mrow></mrow><annotation-xml encoding="MathML-Content" id="A6.SS1.p1.3.m3.1b"><apply id="A6.SS1.p1.3.m3.1.2.cmml" xref="A6.SS1.p1.3.m3.1.2"><times id="A6.SS1.p1.3.m3.1.2.1.cmml" xref="A6.SS1.p1.3.m3.1.2.1"></times><ci id="A6.SS1.p1.3.m3.1.2.2.cmml" xref="A6.SS1.p1.3.m3.1.2.2">𝒩</ci><ci id="A6.SS1.p1.3.m3.1.1.cmml" xref="A6.SS1.p1.3.m3.1.1">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.SS1.p1.3.m3.1c">\mathcal{N}(i)</annotation><annotation encoding="application/x-llamapun" id="A6.SS1.p1.3.m3.1d">caligraphic_N ( italic_i )</annotation></semantics></math> is the predecessors of <math alttext="i" class="ltx_Math" display="inline" id="A6.SS1.p1.4.m4.1"><semantics id="A6.SS1.p1.4.m4.1a"><mi id="A6.SS1.p1.4.m4.1.1" xref="A6.SS1.p1.4.m4.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="A6.SS1.p1.4.m4.1b"><ci id="A6.SS1.p1.4.m4.1.1.cmml" xref="A6.SS1.p1.4.m4.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="A6.SS1.p1.4.m4.1c">i</annotation><annotation encoding="application/x-llamapun" id="A6.SS1.p1.4.m4.1d">italic_i</annotation></semantics></math>, <math alttext="\mathbf{e}_{ji}" class="ltx_Math" display="inline" id="A6.SS1.p1.5.m5.1"><semantics id="A6.SS1.p1.5.m5.1a"><msub id="A6.SS1.p1.5.m5.1.1" xref="A6.SS1.p1.5.m5.1.1.cmml"><mi id="A6.SS1.p1.5.m5.1.1.2" xref="A6.SS1.p1.5.m5.1.1.2.cmml">𝐞</mi><mrow id="A6.SS1.p1.5.m5.1.1.3" xref="A6.SS1.p1.5.m5.1.1.3.cmml"><mi id="A6.SS1.p1.5.m5.1.1.3.2" xref="A6.SS1.p1.5.m5.1.1.3.2.cmml">j</mi><mo id="A6.SS1.p1.5.m5.1.1.3.1" xref="A6.SS1.p1.5.m5.1.1.3.1.cmml">⁢</mo><mi id="A6.SS1.p1.5.m5.1.1.3.3" xref="A6.SS1.p1.5.m5.1.1.3.3.cmml">i</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="A6.SS1.p1.5.m5.1b"><apply id="A6.SS1.p1.5.m5.1.1.cmml" xref="A6.SS1.p1.5.m5.1.1"><csymbol cd="ambiguous" id="A6.SS1.p1.5.m5.1.1.1.cmml" xref="A6.SS1.p1.5.m5.1.1">subscript</csymbol><ci id="A6.SS1.p1.5.m5.1.1.2.cmml" xref="A6.SS1.p1.5.m5.1.1.2">𝐞</ci><apply id="A6.SS1.p1.5.m5.1.1.3.cmml" xref="A6.SS1.p1.5.m5.1.1.3"><times 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We select 4 as number of encoder layer, 4 as number of decoder layer, 32 as hidden dimension and 4 as dimension of latent space. Both MLPs are 2 layers with 32 as hidden dimension. In MLP, we use leaky ReLU with negative slope 0.2 as activation. </div> </section> <section class="ltx_subsection" id="A6.SS2"> <h3 class="ltx_title ltx_title_subsection"> F.2 RLL-based GCN Layer</h3> <div class="ltx_para" id="A6.SS2.p1"> We stack 4 layers of RLL-based GCN layers. Each MLP in it is 2 layers with 64 as hidden dimension. In MLP, we use leaky ReLU with negative slope 0.2 as activation. </div> <div class="ltx_para" id="A6.SS2.p2"> We update node features in RLL-based GCN layer for net connection (edge type is ‘net’ or ‘net_inv’) as follows: <table class="ltx_equationgroup ltx_eqn_table" id="A6.E11"> <tbody> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E11X"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{m}_{ji}" class="ltx_Math" display="inline" id="A6.E11X.2.1.1.m1.1"><semantics id="A6.E11X.2.1.1.m1.1a"><msub id="A6.E11X.2.1.1.m1.1.1" xref="A6.E11X.2.1.1.m1.1.1.cmml"><mi id="A6.E11X.2.1.1.m1.1.1.2" xref="A6.E11X.2.1.1.m1.1.1.2.cmml">𝐦</mi><mrow id="A6.E11X.2.1.1.m1.1.1.3" xref="A6.E11X.2.1.1.m1.1.1.3.cmml"><mi id="A6.E11X.2.1.1.m1.1.1.3.2" xref="A6.E11X.2.1.1.m1.1.1.3.2.cmml">j</mi><mo id="A6.E11X.2.1.1.m1.1.1.3.1" xref="A6.E11X.2.1.1.m1.1.1.3.1.cmml">⁢</mo><mi id="A6.E11X.2.1.1.m1.1.1.3.3" xref="A6.E11X.2.1.1.m1.1.1.3.3.cmml">i</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="A6.E11X.2.1.1.m1.1b"><apply id="A6.E11X.2.1.1.m1.1.1.cmml" xref="A6.E11X.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="A6.E11X.2.1.1.m1.1.1.1.cmml" xref="A6.E11X.2.1.1.m1.1.1">subscript</csymbol><ci id="A6.E11X.2.1.1.m1.1.1.2.cmml" xref="A6.E11X.2.1.1.m1.1.1.2">𝐦</ci><apply id="A6.E11X.2.1.1.m1.1.1.3.cmml" xref="A6.E11X.2.1.1.m1.1.1.3"><times id="A6.E11X.2.1.1.m1.1.1.3.1.cmml" xref="A6.E11X.2.1.1.m1.1.1.3.1"></times><ci id="A6.E11X.2.1.1.m1.1.1.3.2.cmml" xref="A6.E11X.2.1.1.m1.1.1.3.2">𝑗</ci><ci id="A6.E11X.2.1.1.m1.1.1.3.3.cmml" xref="A6.E11X.2.1.1.m1.1.1.3.3">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E11X.2.1.1.m1.1c">\displaystyle\mathbf{m}_{ji}</annotation><annotation encoding="application/x-llamapun" id="A6.E11X.2.1.1.m1.1d">bold_m start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td 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<td class="ltx_eqn_cell ltx_eqn_center_padright"></td> <td class="ltx_eqn_cell ltx_eqn_eqno ltx_align_middle ltx_align_right" rowspan="3">(11)</td> </tr> <tr class="ltx_equation ltx_eqn_row ltx_align_baseline" id="A6.E11Xa"> <td class="ltx_eqn_cell ltx_eqn_center_padleft"></td> <td class="ltx_td ltx_align_right ltx_eqn_cell"><math alttext="\displaystyle\mathbf{a}_{i}" class="ltx_Math" display="inline" id="A6.E11Xa.2.1.1.m1.1"><semantics id="A6.E11Xa.2.1.1.m1.1a"><msub id="A6.E11Xa.2.1.1.m1.1.1" xref="A6.E11Xa.2.1.1.m1.1.1.cmml"><mi id="A6.E11Xa.2.1.1.m1.1.1.2" xref="A6.E11Xa.2.1.1.m1.1.1.2.cmml">𝐚</mi><mi id="A6.E11Xa.2.1.1.m1.1.1.3" xref="A6.E11Xa.2.1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="A6.E11Xa.2.1.1.m1.1b"><apply id="A6.E11Xa.2.1.1.m1.1.1.cmml" xref="A6.E11Xa.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="A6.E11Xa.2.1.1.m1.1.1.1.cmml" xref="A6.E11Xa.2.1.1.m1.1.1">subscript</csymbol><ci id="A6.E11Xa.2.1.1.m1.1.1.2.cmml" 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id="A6.E11Xb.2.1.1.m1.1a"><msub id="A6.E11Xb.2.1.1.m1.1.1" xref="A6.E11Xb.2.1.1.m1.1.1.cmml"><mi id="A6.E11Xb.2.1.1.m1.1.1.2" xref="A6.E11Xb.2.1.1.m1.1.1.2.cmml">𝐟</mi><mi id="A6.E11Xb.2.1.1.m1.1.1.3" xref="A6.E11Xb.2.1.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="A6.E11Xb.2.1.1.m1.1b"><apply id="A6.E11Xb.2.1.1.m1.1.1.cmml" xref="A6.E11Xb.2.1.1.m1.1.1"><csymbol cd="ambiguous" id="A6.E11Xb.2.1.1.m1.1.1.1.cmml" xref="A6.E11Xb.2.1.1.m1.1.1">subscript</csymbol><ci id="A6.E11Xb.2.1.1.m1.1.1.2.cmml" xref="A6.E11Xb.2.1.1.m1.1.1.2">𝐟</ci><ci id="A6.E11Xb.2.1.1.m1.1.1.3.cmml" xref="A6.E11Xb.2.1.1.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E11Xb.2.1.1.m1.1c">\displaystyle\mathbf{f}_{i}</annotation><annotation encoding="application/x-llamapun" id="A6.E11Xb.2.1.1.m1.1d">bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math></td> <td class="ltx_td ltx_align_left ltx_eqn_cell"><math 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stretchy="false" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.cmml">(</mo><mrow id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.cmml"><msub id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.cmml"><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.2.cmml">𝐟</mi><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.3" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.3.cmml">i</mi></msub><mo id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.cmml">⁢</mo><mrow id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.cmml"><mo id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.2" stretchy="false" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.1.cmml">‖</mo><msub id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.cmml"><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.2.cmml">𝐚</mi><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.3" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.3.cmml">i</mi></msub><mo id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.3" stretchy="false" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.1.cmml">‖</mo></mrow><mo id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.2a" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.cmml">⁢</mo><msub id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.cmml"><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.2.cmml">𝐛</mi><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.3" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.3.cmml">i</mi></msub></mrow><mo id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.3" stretchy="false" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.cmml">)</mo></mrow></mrow><mo id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.2.cmml">+</mo><msub id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.cmml"><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.2.cmml">𝐟</mi><mi id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.3" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.3.cmml">i</mi></msub></mrow></mrow><mo id="A6.E11Xb.3.2.2.m1.1.1.1.2" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.cmml">,</mo></mrow><annotation-xml encoding="MathML-Content" id="A6.E11Xb.3.2.2.m1.1b"><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1"><eq id="A6.E11Xb.3.2.2.m1.1.1.1.1.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.2"></eq><csymbol cd="latexml" id="A6.E11Xb.3.2.2.m1.1.1.1.1.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.3">absent</csymbol><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1"><plus id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.2"></plus><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1"><times id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.2"></times><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.3">MLP</ci><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1"><times id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.2"></times><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3"><csymbol cd="ambiguous" id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3">subscript</csymbol><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.2">𝐟</ci><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.3.3">𝑖</ci></apply><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1"><csymbol cd="latexml" id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.2.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.2">norm</csymbol><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1"><csymbol cd="ambiguous" id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1">subscript</csymbol><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.2">𝐚</ci><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.1.1.1.3">𝑖</ci></apply></apply><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4"><csymbol cd="ambiguous" id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4">subscript</csymbol><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.2">𝐛</ci><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.1.1.1.1.4.3">𝑖</ci></apply></apply></apply><apply id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3"><csymbol cd="ambiguous" id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.1.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3">subscript</csymbol><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.2.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.2">𝐟</ci><ci id="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.3.cmml" xref="A6.E11Xb.3.2.2.m1.1.1.1.1.1.3.3">𝑖</ci></apply></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.E11Xb.3.2.2.m1.1c">\displaystyle=\mathrm{MLP}(\mathbf{f}_{i}||\mathbf{a}_{i}||\mathbf{b}_{i})+% \mathbf{f}_{i},</annotation><annotation encoding="application/x-llamapun" id="A6.E11Xb.3.2.2.m1.1d">= roman_MLP ( bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_a start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT | | bold_b start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT ) + bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT ,</annotation></semantics></math></td> <td class="ltx_eqn_cell ltx_eqn_center_padright"></td> </tr> </tbody> </table> where <math alttext="\mathbf{f}_{i}" class="ltx_Math" display="inline" id="A6.SS2.p2.1.m1.1"><semantics id="A6.SS2.p2.1.m1.1a"><msub id="A6.SS2.p2.1.m1.1.1" xref="A6.SS2.p2.1.m1.1.1.cmml"><mi id="A6.SS2.p2.1.m1.1.1.2" xref="A6.SS2.p2.1.m1.1.1.2.cmml">𝐟</mi><mi id="A6.SS2.p2.1.m1.1.1.3" xref="A6.SS2.p2.1.m1.1.1.3.cmml">i</mi></msub><annotation-xml encoding="MathML-Content" id="A6.SS2.p2.1.m1.1b"><apply id="A6.SS2.p2.1.m1.1.1.cmml" xref="A6.SS2.p2.1.m1.1.1"><csymbol cd="ambiguous" id="A6.SS2.p2.1.m1.1.1.1.cmml" xref="A6.SS2.p2.1.m1.1.1">subscript</csymbol><ci id="A6.SS2.p2.1.m1.1.1.2.cmml" xref="A6.SS2.p2.1.m1.1.1.2">𝐟</ci><ci id="A6.SS2.p2.1.m1.1.1.3.cmml" xref="A6.SS2.p2.1.m1.1.1.3">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.SS2.p2.1.m1.1c">\mathbf{f}_{i}</annotation><annotation encoding="application/x-llamapun" id="A6.SS2.p2.1.m1.1d">bold_f start_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT</annotation></semantics></math> is the node feature for node <math alttext="i" class="ltx_Math" display="inline" id="A6.SS2.p2.2.m2.1"><semantics id="A6.SS2.p2.2.m2.1a"><mi id="A6.SS2.p2.2.m2.1.1" xref="A6.SS2.p2.2.m2.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="A6.SS2.p2.2.m2.1b"><ci id="A6.SS2.p2.2.m2.1.1.cmml" xref="A6.SS2.p2.2.m2.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="A6.SS2.p2.2.m2.1c">i</annotation><annotation encoding="application/x-llamapun" id="A6.SS2.p2.2.m2.1d">italic_i</annotation></semantics></math>, <math alttext="\mathcal{N}(i)" class="ltx_Math" display="inline" id="A6.SS2.p2.3.m3.1"><semantics id="A6.SS2.p2.3.m3.1a"><mrow id="A6.SS2.p2.3.m3.1.2" xref="A6.SS2.p2.3.m3.1.2.cmml"><mi class="ltx_font_mathcaligraphic" id="A6.SS2.p2.3.m3.1.2.2" xref="A6.SS2.p2.3.m3.1.2.2.cmml">𝒩</mi><mo id="A6.SS2.p2.3.m3.1.2.1" xref="A6.SS2.p2.3.m3.1.2.1.cmml">⁢</mo><mrow id="A6.SS2.p2.3.m3.1.2.3.2" xref="A6.SS2.p2.3.m3.1.2.cmml"><mo id="A6.SS2.p2.3.m3.1.2.3.2.1" stretchy="false" xref="A6.SS2.p2.3.m3.1.2.cmml">(</mo><mi id="A6.SS2.p2.3.m3.1.1" xref="A6.SS2.p2.3.m3.1.1.cmml">i</mi><mo id="A6.SS2.p2.3.m3.1.2.3.2.2" stretchy="false" xref="A6.SS2.p2.3.m3.1.2.cmml">)</mo></mrow></mrow><annotation-xml encoding="MathML-Content" id="A6.SS2.p2.3.m3.1b"><apply id="A6.SS2.p2.3.m3.1.2.cmml" xref="A6.SS2.p2.3.m3.1.2"><times id="A6.SS2.p2.3.m3.1.2.1.cmml" xref="A6.SS2.p2.3.m3.1.2.1"></times><ci id="A6.SS2.p2.3.m3.1.2.2.cmml" xref="A6.SS2.p2.3.m3.1.2.2">𝒩</ci><ci id="A6.SS2.p2.3.m3.1.1.cmml" xref="A6.SS2.p2.3.m3.1.1">𝑖</ci></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.SS2.p2.3.m3.1c">\mathcal{N}(i)</annotation><annotation encoding="application/x-llamapun" id="A6.SS2.p2.3.m3.1d">caligraphic_N ( italic_i )</annotation></semantics></math> is the predecessors of <math alttext="i" class="ltx_Math" display="inline" id="A6.SS2.p2.4.m4.1"><semantics id="A6.SS2.p2.4.m4.1a"><mi id="A6.SS2.p2.4.m4.1.1" xref="A6.SS2.p2.4.m4.1.1.cmml">i</mi><annotation-xml encoding="MathML-Content" id="A6.SS2.p2.4.m4.1b"><ci id="A6.SS2.p2.4.m4.1.1.cmml" xref="A6.SS2.p2.4.m4.1.1">𝑖</ci></annotation-xml><annotation encoding="application/x-tex" id="A6.SS2.p2.4.m4.1c">i</annotation><annotation encoding="application/x-llamapun" id="A6.SS2.p2.4.m4.1d">italic_i</annotation></semantics></math>, <math alttext="\mathbf{e}_{ji}" class="ltx_Math" display="inline" id="A6.SS2.p2.5.m5.1"><semantics id="A6.SS2.p2.5.m5.1a"><msub id="A6.SS2.p2.5.m5.1.1" xref="A6.SS2.p2.5.m5.1.1.cmml"><mi id="A6.SS2.p2.5.m5.1.1.2" xref="A6.SS2.p2.5.m5.1.1.2.cmml">𝐞</mi><mrow id="A6.SS2.p2.5.m5.1.1.3" xref="A6.SS2.p2.5.m5.1.1.3.cmml"><mi id="A6.SS2.p2.5.m5.1.1.3.2" xref="A6.SS2.p2.5.m5.1.1.3.2.cmml">j</mi><mo id="A6.SS2.p2.5.m5.1.1.3.1" xref="A6.SS2.p2.5.m5.1.1.3.1.cmml">⁢</mo><mi id="A6.SS2.p2.5.m5.1.1.3.3" xref="A6.SS2.p2.5.m5.1.1.3.3.cmml">i</mi></mrow></msub><annotation-xml encoding="MathML-Content" id="A6.SS2.p2.5.m5.1b"><apply id="A6.SS2.p2.5.m5.1.1.cmml" xref="A6.SS2.p2.5.m5.1.1"><csymbol cd="ambiguous" id="A6.SS2.p2.5.m5.1.1.1.cmml" xref="A6.SS2.p2.5.m5.1.1">subscript</csymbol><ci id="A6.SS2.p2.5.m5.1.1.2.cmml" xref="A6.SS2.p2.5.m5.1.1.2">𝐞</ci><apply id="A6.SS2.p2.5.m5.1.1.3.cmml" xref="A6.SS2.p2.5.m5.1.1.3"><times id="A6.SS2.p2.5.m5.1.1.3.1.cmml" xref="A6.SS2.p2.5.m5.1.1.3.1"></times><ci id="A6.SS2.p2.5.m5.1.1.3.2.cmml" xref="A6.SS2.p2.5.m5.1.1.3.2">𝑗</ci><ci id="A6.SS2.p2.5.m5.1.1.3.3.cmml" xref="A6.SS2.p2.5.m5.1.1.3.3">𝑖</ci></apply></apply></annotation-xml><annotation encoding="application/x-tex" id="A6.SS2.p2.5.m5.1c">\mathbf{e}_{ji}</annotation><annotation encoding="application/x-llamapun" id="A6.SS2.p2.5.m5.1d">bold_e start_POSTSUBSCRIPT italic_j italic_i end_POSTSUBSCRIPT</annotation></semantics></math> is the edge feature for edge <math alttext="(j,i)" class="ltx_Math" display="inline" id="A6.SS2.p2.6.m6.2"><semantics id="A6.SS2.p2.6.m6.2a"><mrow id="A6.SS2.p2.6.m6.2.3.2" xref="A6.SS2.p2.6.m6.2.3.1.cmml"><mo id="A6.SS2.p2.6.m6.2.3.2.1" stretchy="false" xref="A6.SS2.p2.6.m6.2.3.1.cmml">(</mo><mi id="A6.SS2.p2.6.m6.1.1" xref="A6.SS2.p2.6.m6.1.1.cmml">j</mi><mo id="A6.SS2.p2.6.m6.2.3.2.2" xref="A6.SS2.p2.6.m6.2.3.1.cmml">,</mo><mi id="A6.SS2.p2.6.m6.2.2" xref="A6.SS2.p2.6.m6.2.2.cmml">i</mi><mo id="A6.SS2.p2.6.m6.2.3.2.3" stretchy="false" xref="A6.SS2.p2.6.m6.2.3.1.cmml">)</mo></mrow><annotation-xml encoding="MathML-Content" id="A6.SS2.p2.6.m6.2b"><interval closure="open" id="A6.SS2.p2.6.m6.2.3.1.cmml" xref="A6.SS2.p2.6.m6.2.3.2"><ci id="A6.SS2.p2.6.m6.1.1.cmml" xref="A6.SS2.p2.6.m6.1.1">𝑗</ci><ci id="A6.SS2.p2.6.m6.2.2.cmml" xref="A6.SS2.p2.6.m6.2.2">𝑖</ci></interval></annotation-xml><annotation encoding="application/x-tex" id="A6.SS2.p2.6.m6.2c">(j,i)</annotation><annotation encoding="application/x-llamapun" id="A6.SS2.p2.6.m6.2d">( italic_j , italic_i )</annotation></semantics></math>. </div> </section> <section class="ltx_subsection" id="A6.SS3"> <h3 class="ltx_title ltx_title_subsection"> F.3 Baselines</h3> <div class="ltx_para" id="A6.SS3.p1"> For GCNII <cite class="ltx_cite ltx_citemacro_citep">(Chen et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib5" title="">2020</a>)</cite>, we stack 8 layers with hidden dimension 64. We use leaky ReLU with negative slope 0.2 as activation. </div> <div class="ltx_para" id="A6.SS3.p2"> For GAT <cite class="ltx_cite ltx_citemacro_citep">(Vaswani et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib34" title="">2017</a>)</cite>, we stack 8 layers with hidden dimension 64. We use leaky ReLU with negative slope 0.2 as activation. </div> <div class="ltx_para" id="A6.SS3.p3"> For GINE <cite class="ltx_cite ltx_citemacro_citep">(Hu et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib17" title="">2020</a>)</cite>, we stack 8 layers with node feature hidden dimension 64, edge feature hidden dimension 64. We use leaky ReLU with negative slope 0.2 as activation. </div> <div class="ltx_para" id="A6.SS3.p4"> For TimingGCN, we use the same model structure in line with <cite class="ltx_cite ltx_citemacro_citep">(Guo et al. <a class="ltx_ref" href="https://arxiv.org/html/2403.00012v2#bib.bib13" title="">2022</a>)</cite>. </div> <div class="ltx_pagination ltx_role_newpage"></div> </section> </section> </article> </div> <footer class="ltx_page_footer"> <div class="ltx_page_logo">Generated on Tue Mar 12 12:59:15 2024 by <a class="ltx_LaTeXML_logo" href="http://dlmf.nist.gov/LaTeXML/">LATExml<img alt="[LOGO]" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAsAAAAOCAYAAAD5YeaVAAAAAXNSR0IArs4c6QAAAAZiS0dEAP8A/wD/oL2nkwAAAAlwSFlzAAALEwAACxMBAJqcGAAAAAd0SU1FB9wKExQZLWTEaOUAAAAddEVYdENvbW1lbnQAQ3JlYXRlZCB3aXRoIFRoZSBHSU1Q72QlbgAAAdpJREFUKM9tkL+L2nAARz9fPZNCKFapUn8kyI0e4iRHSR1Kb8ng0lJw6FYHFwv2LwhOpcWxTjeUunYqOmqd6hEoRDhtDWdA8ApRYsSUCDHNt5ul13vz4w0vWCgUnnEc975arX6ORqN3VqtVZbfbTQC4uEHANM3jSqXymFI6yWazP2KxWAXAL9zCUa1Wy2tXVxheKA9YNoR8Pt+aTqe4FVVVvz05O6MBhqUIBGk8Hn8HAOVy+T+XLJfLS4ZhTiRJgqIoVBRFIoric47jPnmeB1mW/9rr9ZpSSn3Lsmir1fJZlqWlUonKsvwWwD8ymc/nXwVBeLjf7xEKhdBut9Hr9WgmkyGEkJwsy5eHG5vN5g0AKIoCAEgkEkin0wQAfN9/cXPdheu6P33fBwB4ngcAcByHJpPJl+fn54mD3Gg0NrquXxeLRQAAwzAYj8cwTZPwPH9/sVg8PXweDAauqqr2cDjEer1GJBLBZDJBs9mE4zjwfZ85lAGg2+06hmGgXq+j3+/DsixYlgVN03a9Xu8jgCNCyIegIAgx13Vfd7vdu+FweG8YRkjXdWy329+dTgeSJD3ieZ7RNO0VAXAPwDEAO5VKndi2fWrb9jWl9Esul6PZbDY9Go1OZ7PZ9z/lyuD3OozU2wAAAABJRU5ErkJggg=="/></a> </div></footer> </div> </body> </html>