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Yinlin Deng
<!DOCTYPE HTML> <html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"> <title>Yinlin Deng</title> <meta name="author" content="Yinlin Deng"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="stylesheet" type="text/css" href="stylesheet.css"> </head> <body> <table style="width:100%;max-width:800px;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody> <tr style="padding:0px"> <td style="padding:0px"> <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody> <tr style="padding:0px"> <td style="padding:2.5%;width:63%;vertical-align:middle"> <p style="text-align:center"> <name>Yinlin Deng</name> </p> <p>I am a third-year Ph.D. student in Computer Science at <a href="https://illinois.edu/">University of Illinois at Urbana-Champaign</a>. As a member of the <a href="https://cs.illinois.edu/research/areas/programming-languages-formal-methods-and-software-engineering">PL/FM/SE Group</a>, I am being advised by <a href="http://lingming.cs.illinois.edu/">Prof. Lingming Zhang</a>. I'm generously supported by a <a href="https://www.twosigma.com/community/academic-partnerships/graduate-students/phd-fellowships/">Two Sigma PhD Fellowship</a>. <br> Previously, I obtained my B.S. in Computer Science from Turing Class, Peking University. </p> <p style="text-align:center"> <a href="mailto:yinlind2@illinois.edu">Email</a>  /  <a href="data/Yinlin-CV.pdf">CV</a>  /  <a href="https://github.com/dengyinlin/">Github</a> </p> </td> <td style="padding:2.5%;width:20%;max-width:20%"> <a href="img/Yinlin.jpg"><img class="circular--square" style="width:100%;max-width:100%" alt="profile photo" src="img/Yinlin.jpg" class="hoverZoomLink"></a> </td> </tr> </tbody></table> <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody> <tr> <td style="padding:10px;width:100%;vertical-align:middle"> <heading>Publications</heading> </td> </tr> </tbody></table> <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Top Leaderboard Ranking = Top Coding Proficiency, Always? EvoEval: Evolving Coding Benchmarks via LLM</papertitle> <paperconf></paperconf> <br> <a href="https://steven-site.github.io/">Chunqiu Steven Xia*</a>, <strong>Yinlin Deng*</strong>, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>arXiv</em>, 2024 | <a href="https://arxiv.org/abs/2403.19114">paper</a> | <a href="https://evo-eval.github.io/">webpage</a> | <a href="https://github.com/evo-eval/evoeval">code</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>NExT: Teaching Large Language Models to Reason about Code Execution</papertitle> <paperconf>The Forty-first International Conference on Machine Learning</paperconf> <br> Ansong Ni, Miltiadis Allamanis, Arman Cohan, <strong>Yinlin Deng</strong>, Kensen Shi, Charles Sutton, Pengcheng Yin <br> <em>ICML</em>, 2024 | <a href="https://arxiv.org/abs/2404.14662">paper</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis</papertitle> <paperconf>In The Twelfth International Conference on Learning Representations</paperconf> <br> Kensen Shi, Joey Hong, <strong>Yinlin Deng</strong>, Pengcheng Yin, Manzil Zaheer, Charles Sutton <br> <em>ICLR</em>, 2024 Oral | <a href="https://arxiv.org/abs/2307.13883">paper</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>White-box Compiler Fuzzing Empowered by Large Language Models</papertitle> <paperconf></paperconf> <br> <a href="https://yangchenyuan.github.io/">Chenyuan Yang</a>, <strong>Yinlin Deng</strong>, Runyu Lu, Jiayi Yao, <a href="https://jw-liu.xyz/">Jiawei Liu</a>, Reyhaneh Jabbarvand, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>arXiv</em>, 2023 | <a href="https://arxiv.org/abs/2310.15991">paper</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Large Language Models are Edge-Case Generators: Crafting Unusual Programs for Fuzzing Deep Learning Libraries</papertitle> <paperconf>In 46th International Conference on Software Engineering</paperconf> <br> <strong>Yinlin Deng</strong>, <a href="https://steven-site.github.io/">Chunqiu Steven Xia</a>, <a href="https://yangchenyuan.github.io/">Chenyuan Yang</a>, Shizhuo Dylan Zhang, Shujing Yang, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>ICSE</em>, 2024 | <a href="https://arxiv.org/abs/2304.02014">paper</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Large Language Models are Zero-Shot Fuzzers: Fuzzing Deep-Learning Libraries via Large Language Models</papertitle> <paperconf>In 32nd International Symposium on Software Testing and Analysis</paperconf> <br> <strong>Yinlin Deng</strong>, <a href="https://steven-site.github.io/">Chunqiu Steven Xia</a>, <a href="https://github.com/HurryPeng/">Haoran Peng</a>, <a href="https://yangchenyuan.github.io/">Chenyuan Yang</a>, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>ISSTA</em>, 2023 | <a href="https://arxiv.org/pdf/2212.14834.pdf">paper</a> | <a href="https://github.com/ise-uiuc/TitanFuzz">code</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Fuzzing Automatic Differentiation in Deep-Learning Libraries</papertitle> <paperconf>In 45th International Conference on Software Engineering</paperconf> <br> <a href="https://yangchenyuan.github.io/">Chenyuan Yang</a>, <strong>Yinlin Deng</strong>, Jiayi Yao, Yuxing Tu, Hanchi Li, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>ICSE</em>, 2023 | <a href="https://arxiv.org/pdf/2302.04351.pdf">paper</a> | <a href="https://github.com/ise-uiuc/NablaFuzz">code</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Fuzzing Deep-Learning Libraries via Automated Relational API Inference</papertitle> <paperconf> In 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering </paperconf> <br> <strong>Yinlin Deng*</strong>, <a href="https://yangchenyuan.github.io/">Chenyuan Yang*</a>, <a href="https://cs.stanford.edu/~anjiang/">Anjiang Wei</a>, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>ESEC/FSE</em>, 2022 | <a href="data/FSE22-DeepREL.pdf">paper</a> | <a href="https://github.com/ise-uiuc/DeepREL">code</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source</papertitle> <paperconf>In 44th International Conference on Software Engineering </paperconf> <br> <a href="https://cs.stanford.edu/~anjiang/">Anjiang Wei</a>, <strong>Yinlin Deng</strong>, <a href="https://yangchenyuan.github.io/">Chenyuan Yang</a>, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>ICSE</em>, 2022 | <a href="data/ICSE22-FreeFuzz.pdf">paper</a> | <a href="https://github.com/ise-uiuc/FreeFuzz">code</a> | </td> </tr> <tr> <td style="padding:10px;width:75%;vertical-align:middle"> <papertitle>Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation</papertitle> <paperconf>In Proceedings of the ACM on Programming Languages 6</paperconf> <br> <a href="https://jw-liu.xyz/">Jiawei Liu</a>, <a href="https://yuxiang.cs.illinois.edu/">Yuxiang Wei</a>, Sen Yang, <strong>Yinlin Deng</strong>, <a href="http://lingming.cs.illinois.edu/">Lingming Zhang</a> <br> <em>OOPSLA</em>, 2022 | <a href="data/OOPSLA22-Tzer.pdf">paper</a> | <a href="https://github.com/ise-uiuc/tzer">code</a> | <a href="https://tzer.readthedocs.io/en/latest/markdown/artifact.html">artifact</a> | </td> </tr> </tbody></table> <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody> <tr> <td style="padding:0px"> <br> <p style="text-align:right;font-size:small;"> Template taken from <a href="https://jonbarron.info/">Jon Barron</a>. <br> Last updated: April 12, 2023 </p> </td> </tr> </tbody></table> </td> </tr> </table> </body> </html>