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<!doctype html> <html lang="en"> <head>  <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"> <title>Book</title> <link rel="stylesheet" href="/static/papers/css/papers.css"> <style> </style>   <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css" integrity="sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh" crossorigin="anonymous"> <link href="/static/menus/css/menus.css" rel="stylesheet" id="bootstrap-css"> <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.8.1/css/all.css" integrity="sha384-50oBUHEmvpQ+1lW4y57PTFmhCaXp0ML5d60M1M7uH2+nqUivzIebhndOJK28anvf" crossorigin="anonymous"> <script type="text/javascript" async src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-MML-AM_CHTML"> </script> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ "tex2jax": { "inlineMath": [["$","$"], ["\$","\$"]], "displayMath": [["\\[","\\]"]], "processEscapes": true } } ); </script> <style> @media (prefers-color-scheme: dark) { body { background-color: #333; color: #eee; } } .btn-spacer { margin: 2px; } .footer { position: fixed; left: 0; bottom: 0; width: 100%; background-color: #eee; color: black; } </style> </head> <body> <nav class="navbar navbar-expand-md navbar-light bg-light"> <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarToggler6" aria-controls="navbarToggler6" aria-expanded="false" aria-label="Toggle navigation"> </button> <div class="collapse navbar-collapse" id="navbarToggler6"> <a class="navbar-brand" href="/">NeurIPS Proceedings</a> <ul class="navbar-nav mr-auto mt-2 mt-md-0"> <li class="nav-item"> <a class="nav-link" href="/admin/login/?next=/admin/"></a> </li> <li class="nav-item"> <a class="nav-link" href="/admin/logout/?nextp=/admin"></a> </li> </ul> <form class="form-inline my-2 my-lg-0" method="get" role="search" action="/papers/search"> <input class="form-control mr-sm-2" type="text" name="q" placeholder="Search" aria-label="Search" id="navsearch"> <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button> </form> </div> </nav> <div class="container-fluid"> <div class="col"> <h4>Advances in Neural Information Processing Systems 34 (NeurIPS 2021)</h4> <div style="width:100%"> Edited by: M. Ranzato and A. Beygelzimer and Y. Dauphin and P.S. Liang and J. Wortman Vaughan </div> <div style="width:100%"> <div class="float-right"> <a href="https://www.proceedings.com/search-result/?search_query=nips"> Purchase Printed Proceeding</a></div> ISBN: 9781713845393</div> <hr style="background-color:gray;"> <ul class=" paper-list"> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/000c076c390a4c357313fca29e390ece-Abstract.html">Beyond Value-Function Gaps: Improved Instance-Dependent Regret Bounds for Episodic Reinforcement Learning</a> Christoph Dann, Teodor Vanislavov Marinov, Mehryar Mohri, Julian Zimmert</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/003dd617c12d444ff9c80f717c3fa982-Abstract.html">Learning One Representation to Optimize All Rewards</a> Ahmed Touati, Yann Ollivier</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/007ff380ee5ac49ffc34442f5c2a2b86-Abstract.html">Matrix factorisation and the interpretation of geodesic distance</a> Nick Whiteley, Annie Gray, Patrick Rubin-Delanchy</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/0084ae4bc24c0795d1e6a4f58444d39b-Abstract.html">UniDoc: Unified Pretraining Framework for Document Understanding</a> Jiuxiang Gu, Jason Kuen, Vlad I Morariu, Handong Zhao, Rajiv Jain, Nikolaos Barmpalios, Ani Nenkova, Tong Sun</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/008bd5ad93b754d500338c253d9c1770-Abstract.html">Finding Discriminative Filters for Specific Degradations in Blind Super-Resolution</a> Liangbin Xie, Xintao Wang, Chao Dong, Zhongang Qi, Ying Shan</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/009c434cab57de48a31f6b669e7ba266-Abstract.html">Counterfactual Explanations Can Be Manipulated</a> Dylan Slack, Anna Hilgard, Himabindu Lakkaraju, Sameer Singh</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/00ac8ed3b4327bdd4ebbebcb2ba10a00-Abstract.html">From Canonical Correlation Analysis to Self-supervised Graph Neural Networks</a> Hengrui Zhang, Qitian Wu, Junchi Yan, David Wipf, Philip S Yu</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/00b76fddeaaa7d8c2c43d504b2babd8a-Abstract.html">BAST: Bayesian Additive Regression Spanning Trees for Complex Constrained Domain</a> Zhao Tang Luo, Huiyan Sang, Bani Mallick</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01259a0cb2431834302abe2df60a1327-Abstract.html">Hyperbolic Busemann Learning with Ideal Prototypes</a> Mina Ghadimi Atigh, Martin Keller-Ressel, Pascal Mettes</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/012d9fe15b2493f21902cd55603382ec-Abstract.html">Backward-Compatible Prediction Updates: A Probabilistic Approach</a> Frederik Träuble, Julius von Kügelgen, Matthäus Kleindessner, Francesco Locatello, Bernhard Schölkopf, Peter Gehler</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01632f7b7a127233fa1188bd6c2e42e1-Abstract.html">Truncated Marginal Neural Ratio Estimation</a> Benjamin K Miller, Alex Cole, Patrick Forré, Gilles Louppe, Christoph Weniger</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01894d6f048493d2cacde3c579c315a3-Abstract.html">ReAct: Out-of-distribution Detection With Rectified Activations</a> Yiyou Sun, Chuan Guo, Yixuan Li</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/018b59ce1fd616d874afad0f44ba338d-Abstract.html">Non-local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation</a> Jogendra Nath Kundu, Siddharth Seth, Anirudh Jamkhandi, Pradyumna YM, Varun Jampani, Anirban Chakraborty, Venkatesh Babu R</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01931a6925d3de09e5f87419d9d55055-Abstract.html">Fast Training of Neural Lumigraph Representations using Meta Learning</a> Alexander Bergman, Petr Kellnhofer, Gordon Wetzstein</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/019f8b946a256d9357eadc5ace2c8678-Abstract.html">Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problems</a> Stefano Sarao Mannelli, Pierfrancesco Urbani</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01b7575c38dac42f3cfb7d500438b875-Abstract.html">Multimodal Few-Shot Learning with Frozen Language Models</a> Maria Tsimpoukelli, Jacob L Menick, Serkan Cabi, S. M. Ali Eslami, Oriol Vinyals, Felix Hill</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01d8bae291b1e4724443375634ccfa0e-Abstract.html">Approximating the Permanent with Deep Rejection Sampling</a> Juha Harviainen, Antti Röyskö, Mikko Koivisto</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01ded4259d101feb739b06c399e9cd9c-Abstract.html">Revisiting Model Stitching to Compare Neural Representations</a> Yamini Bansal, Preetum Nakkiran, Boaz Barak</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/01e9565cecc4e989123f9620c1d09c09-Abstract.html">AugMax: Adversarial Composition of Random Augmentations for Robust Training</a> Haotao Wang, Chaowei Xiao, Jean Kossaifi, Zhiding Yu, Anima Anandkumar, Zhangyang Wang</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/021bbc7ee20b71134d53e20206bd6feb-Abstract.html">Habitat 2.0: Training Home Assistants to Rearrange their Habitat</a> Andrew Szot, Alexander Clegg, Eric Undersander, Erik Wijmans, Yili Zhao, John Turner, Noah Maestre, Mustafa Mukadam, Devendra Singh Chaplot, Oleksandr Maksymets, Aaron Gokaslan, Vladimír Vondruš, Sameer Dharur, Franziska Meier, Wojciech Galuba, Angel Chang, Zsolt Kira, Vladlen Koltun, Jitendra Malik, Manolis Savva, Dhruv Batra</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/024677efb8e4aee2eaeef17b54695bbe-Abstract.html">Time Discretization-Invariant Safe Action Repetition for Policy Gradient Methods</a> Seohong Park, Jaekyeom Kim, Gunhee Kim</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/024d2d699e6c1a82c9ba986386f4d824-Abstract.html">Meta-Learning Reliable Priors in the Function Space</a> Jonas Rothfuss, Dominique Heyn, jinfan Chen, Andreas Krause</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/0266e33d3f546cb5436a10798e657d97-Abstract.html">VoiceMixer: Adversarial Voice Style Mixup</a> Sang-Hoon Lee, Ji-Hoon Kim, Hyunseung Chung, Seong-Whan Lee</li> <li class="none"> <a title="paper title" href="/paper_files/paper/2021/hash/02e656adee09f8394b402d9958389b7d-Abstract.html">Predicting What You Already Know Helps: Provable Self-Supervised Learning</a> Jason D. 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