forked from qibinhang/sdp-sig.github.io
-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathssc.html
More file actions
591 lines (561 loc) · 30.2 KB
/
ssc.html
File metadata and controls
591 lines (561 loc) · 30.2 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
<!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="">
<div class="dropdown">
<button class="dropbtn" onclick="location.href='#research'">RESEARCH</button>
<div class="dropdown-content">
<a href="./ssc.html">SE</a>
<a href="#def">DEF</a>
</div>
</div>
</li-->
<li class=""><a href="#projects" title="projects" style="color:white">RESEARCH</a></li>
<li class=""><a href="#team" title="team" style="color:white">TEAM</a></li>
<!--li class=""><a href="#team" title="teaching" style="color:white">TEACHING</a></li-->
<!--li class=""><a href="#contact" title="contract" style="color:white">CONTACT</a></li-->
</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>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>
<li><strong>Dec, 2021</strong> our paper "Improving Fault Localization and Program Repair with Deep Semantic Features and Transferred Knowledge." has been accepted by the ICSE'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>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/licenfan.jpg">
<p class="header">Chenfan Li</p>
<p class="b">Ph.D. 2024</p>
<p class="b">TBD</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/zhangzhe.jpg">
<p class="header">Zhe Zhang</p>
<p class="b">Master 2023</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">Bowen Xu</p>
<p class="b">Master 2023</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/cat.webp">
<p class="header">Hao Gao</p>
<p class="b">Master 2023</p>
<p class="b">LLM for code 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">Yi Xu</p>
<p class="b">Master 2023</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">Yu Guo </p>
<p class="b">Master 2023</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">Zuozhou Zhang</p>
<p class="b">Master 2023</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/anyifan.jpg">
<p class="header">Yifan An</p>
<p class="b">Master 2024</p>
<p class="b">TBD</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">TBD</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">TBD</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">TBD</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 program analysis</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/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/wangjingyue.jpg">
<p class="header">Jingyue Wang</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>