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<!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>
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<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:[email protected]">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>
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<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>
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<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>
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