1<!DOCTYPE HTML> 2<html> 3 <head> 4 <meta charset="utf-8"> 5 <meta http-equiv="X-UA-Compatible" content="IE=edge"> 6 <title>Yintong Huo</title> 7 <meta name="viewport" content="width=device-width, initial-scale=1"> 8 <meta name="description" content="" /> 9 <meta name="keywords" content="" /> 10 <meta name="author" content="" /> 11 12 <!-- Facebook and Twitter integration --> 13 <meta property="og:title" content=""/> 14 <meta property="og:image" content=""/> 15 <meta property="og:url" content=""/> 16 <meta property="og:site_name" content=""/> 17 <meta property="og:description" content=""/> 18 <meta name="twitter:title" content="" /> 19 <meta name="twitter:image" content="" /> 20 <meta name="twitter:url" content="" /> 21 <meta name="twitter:card" content="" /> 22 23 <!-- Place favicon.ico and apple-touch-icon.png in the root directory --> 24 <!-- <link rel="shortcut icon" href="favicon.ico"> --> 25 26 <link href="https://fonts.googleapis.com/css?family=Quicksand:300,400,500,700" rel="stylesheet"> 27 <link href="https://fonts.googleapis.com/css?family=Playfair+Display:400,400i,700" rel="stylesheet"> 28 29 <!-- Animate.css --> 30 <link rel="stylesheet" href="css/animate.css"> 31 <!-- Icomoon Icon Fonts--> 32 <link rel="stylesheet" href="css/icomoon.css"> 33 <!-- Bootstrap --> 34 <link rel="stylesheet" href="css/bootstrap.css"> 35 <!-- Flexslider --> 36 <link rel="stylesheet" href="css/flexslider.css"> 37 <!-- Owl Carousel --> 38 <link rel="stylesheet" href="css/owl.carousel.min.css"> 39 <link rel="stylesheet" href="css/owl.theme.default.min.css"> 40 <!-- Theme style --> 41 <link rel="stylesheet" href="css/style.css"> 42 43 <!-- Modernizr JS --> 44
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47 48 <![endif]--> 49 50 </head> 51 <body> 52 <div id="colorlib-page"> 53 <div class="container-wrap"> 54 <a href="#" class="js-colorlib-nav-toggle colorlib-nav-toggle" data-toggle="collapse" data-target="#navbar" aria-expanded="false" aria-controls="navbar"><i></i></a> 55 <aside id="colorlib-aside" role="complementary" class="border"> 56 <div class="text-center profile-info"> 57 <div class="author-img" style="background-image: url(images/academic_photo.jpg);"></div> 58 <h1 id="colorlib-logo"><a href="index.html">Yintong Huo</a></h1> 59 <strong> 60 <span class="position">Assistant Professor</span> 61 <span class='position'>School of Computing & Information Systems</span> 62 <span class="position">Singapore Management University</span> 63 <br> 64 <span class="position">Room 4068, 90 Stamford Road,<br> Singapore, 178903</span> 65 66 <span class="position" style="text-transform: initial;">Email: [email protected]</span> 67 <a href="https://scholar.google.com/citations?user=NP1JgCAAAAAJ&hl=zh-CN"> [Google Scholar] </a> 68 </strong> 69 </div> 70 <nav id="colorlib-main-menu" role="navigation" class="navbar"> 71 <ul> 72 <li><a href="index.html">About me</a></li> 73 <li><a href="pub.html">Publications</a></li> 74 <li><a href="awards.html">Awards</a></li> 75 <li><a href="services.html">Services</a></li> 76 <li><a href="teaching.html">Students</a></li> 77 <li><a href="openings.html">Openingsð¥</a></li> 78 </ul> 79 </nav> 80 81 </aside> 82 83 <div id="colorlib-main"> 84 85 <section class="colorlib-about" data-section="about"> 86 <div class="colorlib-narrow-content"> 87 <div class="row"> 88 <div class="col-md-6 col-md-offset-3 col-md-pull-3 animate-box" data-animate-effect="fadeInLeft"> 89 90 <h2 class="colorlib-heading animate-box">Hi Welcome!</h2> 91 </div> 92 </div> 93 <div class="row"> 94 <div class="col-md-12 animate-box" data-animate-effect="fadeInLeft"> 95 96 <p><span style="color: red;"><strong> Hiring: I am hiring fully-funded Ph.D. students (starting from 27Fall), RAs, and visiting students (e.g., CSC-funded). Prospective students please refer to <a href="openings.html">Openings</a>. </span></strong> Established in 2000, SMU now ranks No. 2 globally in Software Engineering in CSRanking (2020-2025).</p> 97 I am a tenure-track Assistant Professor in Computer Science at Singapore Management University (SMU). 98 Prior to that, I received my PhD degree from the Chinese University of Hong Kong (CUHK), advised by 99 <a href="http://www.cse.cuhk.edu.hk/lyu/" target="_blank">Michael R. Lyu</a>. 100 My research is on <strong> AI + software engineering</strong>, with an emphasis on improving the reliability and trustworthiness of software/AIware systems. <br> <br> 101 102 <p>I'm actively maintaining the <a href="https://github.com/YintongHuo/awesome-agent-trajectory">awesome-agent-trajectory</a>, tracking all agent behavior/trajectory analysis research! Feel free to take a look and share your thoughts :) </p> 103 104 <strong>Featured research:</strong> 105 <ul> 106 <li><strong>Software monitoring</strong></li> 107 <ul> 108 <li> Benchmarks: AI platform for analyzing logs <a href="https://logpai.com/">[LogPAI (IEEE Open Software Services Award)]</a>, Collections of log data <a href="https://github.com/logpai/loghub">[LogHub (127k downloads)]</a>, <a href="https://github.com/logpai/loghub-2.0">[LogHub-2.0 (ISSTA'24)]</a>. </li> 109 <li> Log management: Log parsing [<a href="https://arxiv.org/abs/2112.12636">ICSE'23</a>; <a href="https://arxiv.org/pdf/2310.01796">FSE'24</a>; <a href="https://arxiv.org/pdf/2601.22590">FSE'26a</a>], Log compression [<a href="https://arxiv.org/abs/2603.20618">ICSE'26a</a>], Configuration analysis [<a href="https://arxiv.org/abs/2508.20977">ICSE'26b</a>] </li> 110 <li> Logging assistants: AI for logging [<a href="https://ieeexplore.ieee.org/abstract/document/10707668">TSE'24</a>; <a href="https://arxiv.org/abs/2505.16590">TOSEM'25a</a>], Logging quality [<a href="https://dl.acm.org/doi/10.1145/3731754">TOSEM'25b</a>]</li> 111 </ul> 112 <li><strong>Multimodal LLM for SE </strong></li> 113 <ul> 114 <li> Applications in web development: UI2Code [<a href="https://arxiv.org/pdf/2406.16386">FSE'25</a>; <a href="https://arxiv.org/abs/2411.03292">ASE'25b</a>; <a href="https://arxiv.org/abs/2509.12159">FSE'26b</a>]</li> 115 <li> Evaluation platform for UI Engineering: <a href="https://www.uibenchkit.com/">[UIBenchKit</a>; <a href="https://github.com/WebPAI">WebPAI]</a> </li> 116 </ul> 117 </li> 118 <li><strong>Trustworthy agents</strong></li> 119 <ul> 120 <li> Agent applications for SE: MAS for web development [<a href="https://arxiv.org/pdf/2605.17242">ASE'26</a>] </li> 121 <li> Agent auditing: <a href="https://arxiv.org/pdf/2508.13143">ASE'25a</a>, <a href="https://arxiv.org/pdf/2605.26563">TrajAudit</a> </li> 122 <li> Survey and Position Papers: <a href="http://arxiv.org/abs/2608.16411">Risk-free deployment</a>, <a href="https://arxiv.org/pdf/2606.01581">AgentOps[TSE'26]</a> </li> 123 </ul> 124 </ul> 125 </div> 126 </div>
127 </div> 128 </section> 129 130 <section class="colorlib-honors" data-section="news"> 131 <div class="colorlib-narrow-content"> 132 <div class="row"> 133 <div class="col-md-6 col-md-offset-3 col-md-pull-3 animate-box" data-animate-effect="fadeInLeft"> 134 135 <h2 class="colorlib-heading animate-box">NEWS</h2> 136 </div> 137 </div> 138 <div class="row"> 139 <div class="col-md-12 animate-box" data-animate-effect="fadeInLeft"> 140 <ul> 141 <li> ðð¥ We release <a href="https://www.uibenchkit.com/">UIBenchKit</a>: the first multimodal intelligence evaluation platform on <strong>UI code generation</strong>, covering 17+ AI models and 900+ instances. Feel free to share (contribute) your thoughts on this project :) </li> 142 <li>[Recent Services] Invited to serve on PC committee for ASE'26, ICSE'26, FSE'26, ISSTA'26, ICPE'26; I'm also organizing ISSRE'26, AIWare'26, and DISE workshop. Look forward to great submissions!</li> 143 <li>[2026/09] We got accepted into the Google Cloud Research Credits Program ($5,000 in credits) for AI trustworthy research. </li> 144 <li>[2026/08] Our survey paper about <strong>AgentOps</strong> is accepted by TSE! </li> 145 <li>[2026/06] <a href="https://www.uibenchkit.com/">UIBenchKit</a> is accepted by <strong>ASE'26 (Tools and Datasets)</strong>. The work is led by SMU MITB student Le T Chinh. Congratulations! </li> 146 <li>[2026/06] One paper is accepted by <strong>ASE'26</strong> on building web applications via multi-agent systems! </li> 147 <li>[2026/04] One paper is accepted by <strong>KDD'26</strong> (UI Engineering)! </li> 148 <li>[2026/04] One paper is accepted by <strong>ACL'26</strong> (Self-evolving deep research agent)! </li> 149 <li>[2026/03] ð Two more papers are accepted by <strong>FSE'26</strong> (UI2Code, Context Engineering)! à bientôt à Montréal! </li> 150 <li>[2025/12] ð I'm excited to be the <strong>runner-up</strong> for the <strong><a href="https://research.spec.org/news/2026-01-21-00-00-winner-of-spec-kaivalya-dixit-distinguished-dissertation-award-2025/">SPEC Kaivalya Dixit Distinguished Dissertation Award</a></strong> (one winner and one runner-up globally)! </li> 151 <li>[2025/12] ð We demonstrate that a tailored 7B model can outperform commercial models (100B+) on the log parsing task. This paper was directly accepted by <strong>FSE'26</strong> (87/920, 9%)! Congratulations to Minxing! </li> 152 <li>[2025/12] ð Our LogFold, state-of-the-art log compressor is accepted by <strong>ICSE'26</strong>! Congratulations to my visiting student, Shiwen! </li> 153 <li>[2025/10] ð I received the <strong>Google Academic Research Award 2025</strong>! </li> 154 <li>[2025/10] ð The larger, the better? We study how the size of LLMs affects their capability in logging, accepted by <strong>TOSEM</strong>! </li> 155 <li>[2025/09] ð´ One paper about UI code editing is accepted by <strong>AIWare'25</strong>. This achievement comes after a productive three-month summer collaboration with SMU senior student Dang. I look forward to future contributions from talented SMU students :) </li> 156 </ul> 157 </div> 158 </div> 159 </div> 160 </section> 161 162 <section class="colorlib-honors" data-section="news"> 163 <div class="colorlib-narrow-content"> 164 <div class="row"> 165 <div class="col-md-6 col-md-offset-3 col-md-pull-3 animate-box" data-animate-effect="fadeInLeft"> 166 <br> 167 <h2 class="colorlib-heading animate-box">Miscellaneous</h2> 168 </div> 169 </div> 170 <div class="row"> 171 <div class="col-md-12 animate-box" data-animate-effect="fadeInLeft"> 172 <p>I believe in slow science.</p> 173 <p>I like hiking, playing squash, and taking photographs in my spare time.</p> 174 <br> 175 <br> 176 </div> 177 </div> 178 </div> 179 </section> 180 181 <div> 182 183 184 </div> 185 </div><!-- end:colorlib-main --> 186 </div><!-- end:container-wrap --> 187 <!--
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