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<!DOCTYPE html>
<html lang="en">
<header>
<title>SDP</title>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/css/bootstrap.min.css">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/js/bootstrap.min.js"></script>
<link rel="stylesheet" href="./css/style.css">
<style>
.centered-text {
display: inline-block;
background-color: #f0f0f0;
/* 灰色背景 */
border-radius: 8px;
/* 圆角 */
padding: 5px 10px;
/* 文字周围的空间 */
margin-top: 10px;
/* 与其他元素的间距 */
margin-bottom: 10px;
/* 与其他元素的间距 */
}
.text-container {
text-align: center;
/* 居中容器内的内容 */
margin: 20px 0;
/* 容器的上下外边距 */
}
</style>
<script>
$(function () {
$(document).scroll(function () {
var $nav = $(".navbar-fixed-top");
$nav.toggleClass('scrolled', $(this).scrollTop() > $nav.height());
});
});
</script>
<nav class="navbar navbar-default navbar-fixed-top navbar-collapse">
<div class="container-fluid head-padding">
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target="#myNavbar">
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand" href="#" style="color:white; font-size: 12pt;">
<stong>Software Supply Chain Security</stong>
</a>
</div>
<div class="collapse navbar-collapse offcanvas-collapse" id="myNavbar">
<ul class="nav navbar-nav navbar-right">
<li class=""><a href="./index.html" style="color:white">HOME</a></li>
<li class=""><a href="#news" title="news" style="color:white">NEWS</a></li>
<!--li class="">
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<button class="dropbtn" onclick="location.href='#research'">RESEARCH</button>
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<li class=""><a href="#projects" title="projects" style="color:white">RESEARCH</a></li>
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<!--li class=""><a href="#team" title="teaching" style="color:white">TEACHING</a></li-->
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</ul>
</div>
</div>
</nav>
</header>
<body>
<!-- 总体项目介绍,代表性工作,成员信息展示 -->
<div class="container mt-5">
<div class="page" style="padding-top: 150px">
<h2 style="text-align: center;"><strong>Software Supply Chain Security</strong></h2>
<div class="container-fluid">
<!-- project-intro -->
<div class="col-lg-12">
<div class="panel panel-default">
<div class="panel-heading">
<h4><em>What are we doing?</em></h4>
</div>
<div class="panel-body">
<p>In an era where software systems underpin critical infrastructure, ensuring their security and reliability is paramount. However, the evolving complexity of modern software poses significant challenges for traditional security measures.
Our project is dedicated to fortifying software security and reliability through a multifaceted approach that integrates cutting-edge techniques and methodologies. We focus on leveraging advanced technologies such as Large Language Models (LLMs) and Static Program Analysis to safeguard individual program and software supply chains against a wide range of security threats. Ultimately, our goal is to empower organizations to proactively identify, mitigate, and prevent security threats, thereby safeguarding critical infrastructure, sensitive data, and user privacy.
</p>
</div>
</div>
</div>
</div>
<div class="page">
<div class="jumbotron jumbotron-fluid" id="news">
<div class="container">
<h2>
<center>Recent Updates</center>
</h2>
<hr>
<ul> <li><strong>Sep, 2025</strong> Our ICSME'25 papers "Code Property Graph Meets Typestate: A Scalable Framework to Behavioral Bug Detection" won IEEE TCSE Distinguished Paper Award.</li>
<li><strong>Mar, 2024</strong> Our papers "API Misuse Detection via Probabilistic Graphical Model" and "Model-less Is The Best Model: Generating Pure Code Implementations to Replace On-device DL Models" have been accepted by ISSTA 2024 research paper track.</li>
<li><strong>Mar, 2024</strong> Our SANER'24 paper "Investigating and Detecting Silent Bugs in PyTorch Programs" won IEEE TCSE Distinguished Paper Award.</li>
<li><strong>Jan, 2024</strong> our paper "ProveNFix: Temporal Property guided Program Repair" has been accepted by the FSE'24 research papers track.</li>
<li><strong>Aug, 2023</strong> our paper "Automated Fixing of Web UI Tests via Iterative Element Matching" has been accepted by the ASE'23 research papers track.</li>
<li><strong>Dec, 2022</strong> our paper "Template-based Neural Program Repair" has been accepted by the ICSE'23 technical track.</li>
<li><strong>Dec, 2022</strong> our paper "A Collaboration-Aware Approach to Profiling Developer Expertise with Cross-Community Data" has been accepted by the QRS'22 regular papers track.</li>
<li><strong>Jul, 2022</strong> Wang Jing has successfully defended her master thesis, and won Outstanding Graduates award of Beihang University. She is moving to Bank of China.</li>
<li><strong>Jun, 2022</strong> Yongqiang's work on developer portrait has beed accepted by Huawei OpenEuler Community.</li>
<li><strong>Apr, 2022</strong> our paper "Program Vulnerability Repair via Inductive Inference" has been accepted by the ISSTA'22 technical papers track.</li>
</ul>
</div>
</div>
</div>
<h1 id="projects"> Current Projects</h1>
<div class="panel-group">
<div class="panel panel-warning">
<div class="panel-heading"><h4>Software Supply Chain security</h5></div>
<div class="panel-body">
<img class="img-resonsive pull-left" src="images/ssc.png" width="260">
<p>Software supply chains play a critical role in delivering reliable and secure software products to end-users. However, recent high-profile security breaches and supply chain attacks have highlighted the vulnerabilities inherent in these systems. This project focuses on enhancing software supply chain security through innovative techniques such as fine-grained program dependency construction, clone detection, vulnerability recognization, vulnerability propagation analysis, security pre-warning, and more. The ultimate goal of this project aligns closely with the principles of AppSecOps, aiming to integrate security practices into the application development and operations processes to enhance the security of software applications throughout their lifecycle. We aims to help organizations build and deploy more secure, resilient, and reliable software applications in today's rapidly evolving threat landscape.</p>
</div>
</div>
<div class="panel panel-success">
<div class="panel-heading"><h4>LLM for software security analysis</h4></div>
<div class="panel-body">
<img class="img-resonsive pull-left" src="images/llm.png" width="200">
<p>In response to security and reliability issue in individual programs and software supply chain, this project harnesses the power of Large Language Models (LLMs) to revolutionize software security practices. This project aims to develop an advanced software security solution that leverages LLMs to automate and enhance test case generation, vulnerability detection, localization, and repair processes. By harnessing the immense language understanding capabilities of LLMs, we seek to significantly improve the efficiency, accuracy, and scalability of software security practices.</p>
</div>
</div>
<div class="panel panel-default">
<div class="panel-heading"><h4>Static program analysis based on CPG <a href="https://github.com/orgs/QVoG-BUAA/repositories">[Link]</a></h4></div>
<div class="panel-body">
<img class="img-resonsive pull-left" src="images/cpg.png" width="220">
<p>In addition to leveraging LLMs, we are advancing vulnerability detection through static program analysis. Our project focuses on developing a novel Simplified Code Property Graph (S-CPG), which optimizes away unnecessary nodes and edges compared to the original (Joern) while preserving essential semantic information. Currently, we have implemented S-CPG for C, Java, Python, and ArkTS. We also provide a user-friendly Domain Specific Language (DSL) that enables users to define query patterns on S-CPG intuitively and efficiently, without requiring in-depth knowledge of the underlying graph structure. To date, we have identified over 30 issues in open-source projects, with more than 20 confirmed by project developers. Belows are some CVE-ids discovered by our S-CPG:
CVE-2024-48210, CVE-2025-25623, CVE-2025-29498, CVE-2025-29499, CVE-2025-29502, CVE-2025-4001, CVE-2025-4002, CVE-2025-4003
</p>
</div>
</div>
</div>
<h1 id="publications"> Publications</h1>
<h3><strong>Selected Research Papers</strong></h3>
<ul class="">
<li>
<h4 class=><strong>Type-aware LLM-based Test Generation for Python Programs</strong>
</h4>
Runlin Liu, Zhe Zhang, Yunge Hu, Yuhang Lin, Xiang Gao, Hailong Sun.
<p class="">ACM Transactions on Software Engineering and Methodology (TOSEM), 2026.</p>
</li>
<li>
<h4 class=><strong>Fusing LLMs and Genetic Algorithm for High-Quality Unit Test Generation</strong>
</h4>
Yiwen Fu, Xiang Gao, Binhang Qi, Yuan Yuan, Hailong Sun.
<p class="">ACM Transactions on Software Engineering and Methodology (TOSEM), 2026.</p>
</li>
<li>
<h4 class=><strong>Vulnerability Identification by Harnessing Inter-connected Multi-Source Information</strong>
</h4>
Liyou Chen, Hailong Suna, Xiang Gao, Lin Shi, Yixin Yang, Yi Xu.
<p class="">Journal of Systems and Software (JSS), 2026.</p>
</li>
<li>
<h4 class=><strong>PGS: Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback</strong>
</h4>
Lehan He, Zeren Chen, Zhe Zhang, Xiang Gao, Lu Sheng.
<p class="">International Conference on Machine Learning (ICML), 2026.</p>
</li>
<li>
<h4 class=><strong>Efficient Bug Detection by Inferring Implicit API Contract of Pointer State Transition</strong>
</h4>
Xingjing Deng, Yunlong Ma, Xiang Gao, Hailong Sun.
<p class="">International Conference on Dependable Systems and Networks (DSN), 2026.</p>
</li>
<li>
<h4 class=><strong>Beyond Superficial Tests: Adversarial Refinement for Reliable Property-Based Testing</strong>
</h4>
Xiao Li, Runlin Liu, Zhe Zhang, Xiang Gao, Hailong Sun.
<p class="">Annual Meeting of the Association for Computational Linguistics (ACL Findings), 2026.</p>
</li>
<li>
<h4 class=><strong>Code2Bench: Scaling Source and Rigor for Dynamic Benchmark Construction</strong>
</h4>
Zhe Zhang, Runlin Liu, Aishan Liu, Xingyu Liu, Xiang Gao, Hailong Sun.
<p class="">International Conference on Learning Representations (ICLR), 2026.</p>
</li>
<li>
<h4 class=><strong>HapCheck: DSL-Based Static Bug Detection Framework for OpenHarmony</strong>
</h4>
Xitong Zhong, Chang Liu, Runlin Liu, Zifu Xu, Zhengyao Liu, Juqi Zhou, Gang Fan, Mingyi Zhou, Xiang Gao, Li Li.
<p class="">International Conference on Software Engineering, SEIP Track (ICSE), 2026.</p>
</li>
<li>
<h4 class=><strong>ModularEvo: Evolving Multi-Task Models via Neural Network Modularization and Composition</strong>
</h4>
Wenrui Long, Binhang Qi, Hailong Sun, ZongZhen Yang, Ruobing Zhao, Xiang Gao.
<p class="">International Conference on Software Engineering (ICSE), 2026.</p>
</li>
<li>
<h4 class=><strong>Understanding Complex Open-Source Industrial Software Supply Chains</strong>
</h4>
Yijun Shen, Hailong Sun, Guitang Liu, Yao Huang, Xiang Gao.
<p class="">International Conference on Software Quality, Reliability and Security (QRS), 2026.</p>
</li>
<li>
<h4 class=><strong>Detecting Vulnerability-Inducing Commits via Multi-Stage Reasoning with LLM-Based Agents</strong>
</h4>
Liyou Chen, Hailong Sun, Xiang Gao, Yue Pan.
<p class="">International Conference on Software Quality, Reliability and Security (QRS), 2026.</p>
</li>
<li>
<h4 class=><strong>Scalable Large-Scale Multi-Granularity Code Clone Detection via Clustering Search and Pre-trained Models</strong>
</h4>
Yifan An, Yunlong Ma, Xiang Gao, Hailong Sun.
<p class="">IEEE TRANSACTION ON SOFTWARE ENGINEERING (TSE), 2025.</p>
</li>
<li>
<h4 class=><strong>Context-Enhanced Vulnerability Detection Based on Large Language Models</strong>
</h4>
Yixing Yang, Bowen Xu, Xiang Gao, Hailong Sun.
<p class="">ACM Transactions on Software Engineering and Methodology (TOSEM), 2025.</p>
</li>
<li>
<h4 class=><strong>UICOMPASS: UI Map Guided Mobile Task Automation via Adaptive Action Generation</strong>
</h4>
Yuanzhang Lin, Zhe Zhang, Rui He, Qingao Dong, Mingyi Zhou, Jing Zhang, Xiang Gao, Hailong Sun.
<p class="">Empirical Methods in Natural Language Processing (EMNLP), 2025.</p>
</li>
<li>
<h4 class=><strong>Reference-Based Retrieval Augmentation for Unit Test Generation</strong>
</h4>
Zhe Zhang, Xingyu Liu, Yuanzhang Lin, Xiang Gao, Hailong Sun, Yuan Yuan.
<p class="">ACM Transactions on Software Engineering and Methodology (TOSEM), 2025.</p>
</li>
<li>
<h4 class=><strong>Code Property Graph Meets Typestate: A Scalable Framework to Behavioral Bug Detection</strong>
</h4>
Xingjing Deng, Zhengyao Liu, Xitong Zhong, Shuo Hong, Yixin Yang, Xiang Gao, Xuhui Yan, Hailong Sun.
<p class="">International Conference on Software Maintenance and Evolution (ICSME), 2025.</p>
</li>
<p><span style="color:red">IEEE TCSE Distinguished Paper Award</span></p> <li>
<h4 class=><strong>Enhanced Vulnerability Localization: Harmonizing Task-Enhanced Tuning and General LLM Prompting</strong>
</h4>
Wentong Tian, Yuanzhang Lin, Xiang Gao, Hailong Sun.
<p class="">International Conference on Software Maintenance and Evolution (ICSME), 2025.</p>
</li>
<li>
<h4 class=><strong>Enhancing Automated Vulnerability Repair through Dependency Embedding and Pattern Store</strong>
</h4>
Qingao Dong, Yuanzhang Lin, Xiang Gao, Hailong Sun.
<p class="">IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER), 2025.</p>
</li>
<li>
<h4 class=><strong>Understanding vulnerabilities in software supply chains</strong>
</h4>
Yijun Shen, Xiang Gao, Hailong Sun, Yu Guo.
<p class="">Empirical Software Engineering (EMSE), 2025.</p>
</li>
<li>
<h4 class=><strong>DynaMO: Protecting Mobile DL Models through Coupling Obfuscated DL Operators </strong>
</h4>
Mingyi Zhou, Xiang Gao, Xiao Chen, Chunyang Chen, John Grundy, Li Li.
<p class="">International Conference on Automated Software Engineering (ASE), 2024.</p>
</li>
<li>
<h4 class=><strong>LLM-Based Java Concurrent Program to ArkTS Converter</strong>
</h4>
Runlin Liu, Yuhang Lin, Yunge Hu, Zhe Zhang, Xiang Gao.
<p class="">International Conference on Automated Software Engineering Tool (ASE), 2024.</p>
</li>
<li>
<h4 class=><strong>API Misuse Detection via Probabilistic Graphical Model</strong>
</h4>
Yunlong Ma, Wentong Tian, Xiang Gao, Hailong Sun, Li Li.
<p class="">International Symposium on Software Testing and Analysis (ISSTA), 2024.</p>
</li>
<li>
<h4 class=><strong>ProveNFix: Temporal Property guided Program Repair</strong>
<a href="http://gaoxiang9430.github.io/papers/fse24.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
</h4>
Yahui Song, Xiang Gao, Wenhua Li, Wei Ngan Chin, Abhik Roychoudhury.
<p class="">International Conference on the Foundations of Software Engineering (FSE), 2024.</p>
</li>
<li>
<h4 class=><strong>Investigating and Detecting Silent Bugs in PyTorch Programs</strong>
<a href="http://gaoxiang9430.github.io/papers/saner24a.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
</h4>
Shuo Hong, Hailong Sun, Xiang Gao#, Shin Hwei Tan.
<p class="">International Conference on Software Analysis, Evolution and Reengineering (SANER), 2024.</p>
</li>
<p><span style="color:red">IEEE TCSE Distinguished Paper Award</span></p> <li>
<h4 class=><strong>Reducing False Positives of Static Bug Detectors through Code Representation Learning</strong>
<a href="http://gaoxiang9430.github.io/papers/saner24b.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
</h4>
Yixin Yang, Ming Wen, Xiang Gao, Yuting Zhang, Hailong Sun.
<p class="">International Conference on Software Analysis, Evolution and Reengineering (SANER), 2024.</p>
</li>
<li>
<h4 class=><strong>Automated Fixing of Web UI Tests via Iterative Element Matching</strong>
<a href="http://gaoxiang9430.github.io/papers/ASE23_UITESTFIX.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
<a href="https://anonymous.4open.science/r/Web-UI-Dataset-9645"> <img src="images/github.png" width="25" height="25"></a>
</h4>
Yuanzhang Lin, Guoyao Wen, Xiang Gao.
<p class="">International Conference on Automated Software Engineering (ASE) 2023, 2023.</p>
</li>
<li>
<h4 class=><strong>Automated Repair of Programs from Large Language Models</strong>
<a href="http://gaoxiang9430.github.io/papers/icse23a.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
<a href="https://github.com/zhiyufan/apr4codex"> <img src="images/github.png" width="25" height="25"></a>
</h4>
Zhiyu Fan, Xiang Gao#, Martin Mirchev, Abhik Roychoudhury, Shin Hwei Tan.
<p class="">International Conference on Software Engineering (ICSE) 2023, 2023.</p>
</li>
<li>
<h4 class=><strong>Template-based Neural Program Repair</strong>
</h4>
Xiangxin Meng, Xu Wang, Hongyu Zhang, Hailong Sun, Xudong Liu, Chunming Hu.
<p class="">The 45th International Conference on Software Engineering (ICSE), 2023.</p>
</li>
<li>
<h4 class=><strong>A Collaboration-Aware Approach to Profiling Developer Expertise with Cross-Community Data</strong>
</h4>
Xiaotao Song, Jiafei Yan, Yuexin Huang, Hailong Sun, Hongyu Zhang.
<p class="">The 22nd IEEE International Conference on Software Quality, Reliability, and Security (QRS), 2022.</p>
</li>
<li>
<h4 class=><strong>Patching Weak Convolutional Neural Network Models through Modularization and Composition</strong>
<a href="https://gaoxiang9430.github.io/papers/CNNSplitter.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
</h4>
Binhang Qi, Hailong Sun, Xiang Gao, Hongyu Zhang.
<p class="">IEEE/ACM International Conference on Automated Software Engineering (ASE), 2022.</p>
</li>
<li>
<h4 class=><strong>Program Vulnerability Repair via Inductive Inference</strong>
<a href="./papers/VulnFix.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
</h4>
Yuntong Zhang, Xiang Gao, Gregory J. Duck, Abhik Roychoudhury.
<p class="">ACM International Symposium on Software Testing and Analysis (ISSTA), 2022.</p>
</li>
<li>
<h4 class=><strong>Improving Fault Localization and Program Repair with Deep Semantic Features and Transferred Knowledge</strong>
</h4>
Xiangxin Meng, Xu Wang, Hongyu Zhang, Hailong Sun, Xudong Liu.
<p class="">The 44th International Conference on Software Engineering (ICSE), 2022.</p>
</li>
<li>
<h4 class=><strong>APIfix: Output-Oriented Program Synthesis for Combating Breaking Changes in Libraries</strong>
<a href="./papers/APIFix.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
</h4>
Xiang Gao, Arjun Radhakrishna, Gustavo Soares, Ridwan Shariffdeen, Sumit Gulwani, Abhik Roychoudhury.
<p class="">Object-Oriented Programming, Systems, Languages, and Applications (OOPSLA), 2021.</p>
</li>
<li>
<h4 class=><strong>Automated Patch Backporting in Linux (Experience Paper)</strong>
<a href="./papers/FixMorph.pdf"> <img src="images/pdf.png" width="25" height="25"></a>
<a href="https://www.youtube.com/watch?v=NUNdEJnbTI0"> <img src="images/video.png" width="25" height="25"></a>
</h4>
Ridwan Shariffdeen, Xiang Gao, Gregory J. Duck, Shin Hwei Tan, Julia Lawall, Abhik Roychoudhury.
<p class="">International Symposium on Software Testing and Analysis (ISSTA), 2021.</p>
</li>
<p><span style="color:red">Distinguished Artifact Award</span></p> <li>
<h4 class=><strong>Learning to Handle Exceptions</strong>
</h4>
Jian Zhang, Xu Wang, Hongyu Zhang, Hailong Sun, Yanjun Pu, Xudong Liu.
<p class="">The 35th IEEE/ACM International Conference on Automated Software Engineering (ASE), 2020.</p>
</li>
<li>
<h4 class=><strong>Retrieval-based Neural Source Code Summarization</strong>
</h4>
Jian Zhang, Xu Wang, Hongyu Zhang, Hailong Sun, Xudong Liu.
<p class="">The 42nd International Conference on Software Engineering (ICSE), 2020.</p>
</li>
</ul>
<!-- team member -->
<!-- <h2 style="text-align: center;"><strong><em>Our Team</em></strong></h2> -->
<h1 id="team"> Our Team</h1>
<!-- Teacher -->
<h3> <strong>Faculty</strong></h3>
<div class="row">
<!-- <div class="col-md-6 col-xs-12 col-sm-12 col-lg-6">
<img class="team-img pull-left" src="./images/xudong.jpeg" width="260">
<br>
<h3 class="my-2"><a>Xudong Liu (刘旭东)</a></h3>
<h4 class="">Professor</h4>
<h4 class="">School of Computer Science and Engineering, Beihang</h4>
</div> -->
<div class="col-md-6 col-xs-12 col-sm-12 col-lg-6">
<img class="team-img pull-left" src="./images/avatars/hailong.jpg" width="260">
<br>
<h3 class="my-2"><a href="https://hsun2022.github.io/">Hailong Sun (孙海龙)</a></h3>
<h4 class="">Professor</h4>
<h4 class="">School of Software, Beihang</h4>
<h4 class=""><img src="./images/email.png" width="25" height="25"> sunhl [at] buaa.edu.cn</h4>
</div>
<div class="col-md-6 col-xs-12 col-sm-12 col-lg-6">
<img class="team-img pull-left" src="./images/avatars/gaoxiang.jpg">
<br>
<h3 class="my-2"><a href="https://gaoxiang9430.github.io">Xiang Gao (高祥)</a></h3>
<h4 class="">Associate Professor</h4>
<h4 class="">School of Software, Beihang</h4>
<h4 class=""><img src="./images/email.png" width="25" height="25"> xiang_gao [at] buaa.edu.cn</h4>
</div>
</div>
<div class="row mt-4" id="student">
<div class="col-12">
<h3><strong>Students</strong></h3>
<h4>Ph.D. Students</h4>
<div class="row custom-row">
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/shenyijun.jpg">
<p class="header">Yijun Shen</p>
<p class="b">Ph.D. 2020</p>
<p class="b">Software Supply Chain</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/chenliyou.jpg">
<p class="header">Liyou Chen</p>
<p class="b">Ph.D. 2022</p>
<p class="b">Vulnerability recognization</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/tianwentong.jpg">
<p class="header">Wentong Tian</p>
<p class="b">Ph.D. 2022</p>
<p class="b">LLM for vulnerability analysis</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/mayunlong.jpg">
<p class="header">Yunlong Ma</p>
<p class="b">Ph.D. 2022</p>
<p class="b">Combining static analysis with LLM</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/dongqingao.jpg">
<p class="header">Qingao Dong</p>
<p class="b">Ph.D. 2022</p>
<p class="b">Vulnerability Repair</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/linyuanzhang.jpg">
<p class="header">Yuanzhang Lin</p>
<p class="b">Ph.D. 2023</p>
<p class="b">UI Testing</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/yangyixin.jpg">
<p class="header">Yixin Yang</p>
<p class="b">Ph.D. 2023</p>
<p class="b">Vulnerability detection</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/yiwenfu.jpg">
<p class="header">Yiwen Fu</p>
<p class="b">Ph.D. 2024</p>
<p class="b">Test generation</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/licenfan.jpg">
<p class="header">Chenfan Li</p>
<p class="b">Ph.D. 2024</p>
<p class="b">Test generation</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Yao Huang</p>
<p class="b">Ph.D. 2025</p>
<p class="b">UI test</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/liming.jpg">
<p class="header">Ming Li</p>
<p class="b">Ph.D. 2025</p>
<p class="b">Software Supply Chain</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Runlin Liu</p>
<p class="b">Ph.D. 2026</p>
<p class="b">Agentic System Engineering</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Zifu Xu</p>
<p class="b">Ph.D. 2026</p>
<p class="b">Agentic System Engineering</p>
</div>
</div>
</div>
<h4>Master's Students</h4>
<div class="row custom-row">
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/anyifan.jpg">
<p class="header">Yifan An</p>
<p class="b">Master 2024</p>
<p class="b">clone detection</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/liuxingyu.jpg">
<p class="header">Xingyu Liu</p>
<p class="b">Master 2024</p>
<p class="b">fuzzing</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Rui He</p>
<p class="b">Master 2024</p>
<p class="b">UI automation</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/liuchang.jpg">
<p class="header">Chang Liu</p>
<p class="b">Master 2024</p>
<p class="b">static analysis</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/dengxingjing.jpg">
<p class="header">Xingjing Deng</p>
<p class="b">Master 2024</p>
<p class="b">Static analysis</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/xuruiyang.jpg">
<p class="header">Ruiyang Xu</p>
<p class="b">Master 2025</p>
<p class="b">Software Supply Chain</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Xitong Zhong</p>
<p class="b">Master 2025</p>
<p class="b">Static analysis</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/lixiao.jpg">
<p class="header">Xiao Li</p>
<p class="b">Master 2025</p>
<p class="b">Test generation</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Juqi Zhou</p>
<p class="b">Master 2026</p>
<p class="b">UI Agent</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Xiaohan Cao</p>
<p class="b">Master 2026</p>
<p class="b">TBD</p>
</div>
</div>
</div>
<br>
<h3><strong>Former Students</strong></h3>
<div class="row custom-row">
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/zhangzhe.jpg">
<p class="header">Zhe Zhang</p>
<p class="b">Master 2023</p>
<p class="b">Move to ByteDance</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Bowen Xu</p>
<p class="b">Master 2023</p>
<p class="b">Move to *** Lab</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Hao Gao</p>
<p class="b">Master 2023</p>
<p class="b">Move to JD.com</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Yi Xu</p>
<p class="b">Master 2023</p>
<p class="b">Move to Huawei</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Yu Guo </p>
<p class="b">Master 2023</p>
<p class="b">Move to JD.com</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/cat.webp">
<p class="header">Zuozhou Zhang</p>
<p class="b">Master 2023</p>
<p class="b">Move to Meituan</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/lichongpeng.jpg">
<p class="header">Chongpeng Li</p>
<p class="b">Master 2020</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/yangyongqiang.jpg">
<p class="header">Yongqiang Yang</p>
<p class="b">Master 2020</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/hehaoqian.jpg">
<p class="header">Haoqian He</p>
<p class="b">Master 2020</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/xuchunyi.jpg">
<p class="header">Chunyi Xu</p>
<p class="b">Master 2021</p>
<p class="b">Moved to Agricultural Bank of China</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/suirui.jpg">
<p class="header">Rui Sui</p>
<p class="b">Master 2021</p>
<p class="b">Moved to Agricultural Bank of China</p>
</div>
</div>
<div class="col-md-2 col-sm-4 custom-column">
<div class="thumbnail">
<img class="img-circle student-img" alt="..."
src="./images/avatars/hongshuo.jpg">
<p class="header">Shuo Hong</p>
<p class="b">Master 2022</p>
<p class="b">Move to MiHoYo</p>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</body>
</html>