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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>ChunrongFANG@NJU</title>
</head>
<body>
<div align="center" style="font-size: 18px"><div style="width: 80%">
<table cellspacing="30" cellpadding="10" align="center"><tbody>
<tr>
<td class="centered">
<img src="fcr.jpg" width="200" height="200">
</td>
<td>
<table style="width: 100%" cellpadding="2"><tbody>
<tr><td><h1><strong>Chunrong Fang Ph.D.</strong></h1></td></tr>
<tr><td><h2>Associate Professor</h2></td></tr>
<tr><td>Software Institute, Nanjing University, Nanjing 210093, China</td></tr>
<tr><td>E-mail: [email protected]</td></tr>
<tr><td>
I am looking for well self-motivated master and PhD students interested in BigCode & AITesting. Please send me an email (with your CV).
</td></tr>
</tbody>
</table>
</td>
</tr>
</tbody></table>
<!--Teaching-->
<div align="left">
<h1>Teaching</h1>
<ul style="line-height: 30px">
<li>Foundations of Computing Systems (Freshman)</li>
<li>Software Engineering and Computing II (Sophomore)</li>
<li>Software Engineering and Computing III (Junior)</li>
<li>Automated Testing (Junior & Graduate)</li>
<li>Comprehensive Practice of Software Engineering Advanced Technology Direction (Senior)</li>
</ul>
</div>
<!--Project-->
<!-- <div align="left">
<h1>Project</h1>
<ul style="line-height: 25px">
<li>Project Leader: <u>NSFC (Number)</u> <br> Name <br><br> </li>
</ul>
</div> -->
<!--Publication-->
<div align="left">
<h1>Publication</h1>
<p style="font-size: 18px">     Full List:    
<a href="https://scholar.google.com/citations?user=S3Rd5TgAAAAJ&hl=en">Google Scholar</a>
    
<a href="https://dblp.org/pers/f/Fang:Chunrong.html">DBLP</a>
</p>
<h3>Preprints</h3>
<ul style="line-height: 25px">
<li>
<a href="https://arxiv.org/abs/2405.01466"><u>A Systematic Literature Review on Large Language Models for Automated Program Repair
</u></a> <br>
Quanjun Zhang, Chunrong Fang, Yang Xie, YuXiang Ma, Weisong Sun, Yun Yang, Zhenyu Chen
<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2312.15223"><u>A Survey on Large Language Models for Software Engineering</u></a> <br>
Quanjun Zhang, Chunrong Fang, Yang Xie, Yaxin Zhang, Yun Yang, Weisong Sun, Shengcheng Yu, Zhenyu Chen
<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2312.16066"><u>A Prompt Learning Framework for Source Code Summarization</u></a> <br>
Weisong Sun, Chunrong Fang, Yudu You, Yuchen Chen, Yi Liu, Chong Wang, Jian Zhang, Quanjun Zhang, Hanwei Qian, Wei Zhao, Yang Liu, Zhenyu Chen
<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2310.08879"><u>A Critical Review of Large Language Model on Software Engineering: An Example from ChatGPT and Automated Program Repair</u></a> <br>
Quanjun Zhang, Tongke Zhang, Juan Zhai, Chunrong Fang, Bowen Yu, Weisong Sun, Zhenyu Chen
<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2305.12865"><u>Automatic Code Summarization via ChatGPT: How Far Are We</u></a> <br>
Weisong Sun, Chunrong Fang, Yudu You, Yun Miao, Yi Liu, Yuekang Li, Gelei Deng, Shenghan Huang, Yuchen Chen, Quanjun Zhang, Hanwei Qian, Yang Liu, Zhenyu Chen
<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2310.13518"><u>Vision-Based Mobile App GUI Testing: A Survey</u></a> <br>
Shengcheng Yu, Chunrong Fang, Ziyuan Tuo, Quanjun Zhang, Chunyang Chen, Zhenyu Chen, Zhendong Su
<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2409.03267"><u>No Man is an Island: Towards Fully Automatic Programming by Code Search, Code Generation and Program Repair</u></a> <br>
Quanjun Zhang, Chunrong Fang, Ye Shang, Tongke Zhang, Shengcheng Yu, Zhenyu Chen
<br><br>
</li>
</ul>
<h3>2025</h3>
<ul style="line-height: 25px">
<li>
<a href="https://arxiv.org/abs/"><u>Improving Deep Learning Framework Testing with Model-Level Metamorphic Testing</u></a> <br>
Yanzhou Mu, Juan Zhai, Chunrong Fang, Xiang Chen, Zhixiang Cao, Peiran Yang, Kexin Zhao, An Guo, Zhenyu Chen
<br>ISSTA 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>DeCoMa: Detecting and Purifying Code Dataset Watermarks through Dual Channel Code Abstraction [PDF]
</u></a> <br>
Yuan Xiao, Yuchen Chen, Shiqing Ma, Haocheng Huang, Chunrong Fang, Yanwei Chen, Weisong Sun, Yunfeng Zhu, Xiaofang Zhang, Zhenyu Chen
<br>ISSTA 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Test Script Intention Generation for Mobile Application via GUI Image and Code Understanding</u></a> <br>
Shengcheng Yu, Chunrong Fang, Jia Liu, Zhenyu Chen
<br>IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Tightening Robustness Verification of MaxPool-based Neural Networks via Minimizing the Over-Approximation Zone</u></a> <br>
Yuan Xiao, Yuchen Chen, Shiqing Ma, Chunrong Fang, Tongtong Bai, Mingzheng Gu, Yuxin Cheng, Yanwei Chen, Zhenyu Chen
<br>CVPR 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Mutual Information Guided Backdoor Mitigation for Pre-trained Encoders</u></a> <br>
Tingxu Han, Weisong Sun, Ziqi Ding, Chunrong Fang, Hanwei Qian, Jiaxun Li, Zhenyu Chen, Guanhong Tao, Xiangyu Zhang
<br>IEEE Transactions on Information Forensics & Security<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Improving Deep Assertion Generation via Fine-Tuning Retrieval-Augmented Pre-trained Language Models</u></a> <br>
Quanjun Zhang, Chunrong Fang, Yi Zheng, Yaxin Zhang, Yuan Zhao, Rubing Huang, Jianyi Zhou, Yun Yang, Tao Zheng, Zhenyu Chen
<br>ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Improving Retrieval-Augmented Deep Assertion Generation via Joint Training</u></a> <br>
Quanjun Zhang, Chunrong Fang, Yi Zheng, Ruixiang Qian, Shengcheng Yu, Yuan Zhao, Jianyi Zhou, Yun Yang, Tao Zheng, Zhenyu Chen
<br>IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Show Me Your Code! Kill Code Poisoning: A Lightweight Method Based on Code Naturalness</u></a> <br>
Weisong Sun, Yuchen Chen, Mengzhe Yuan, Chunrong Fang, Zhenpeng Chen, Chong Wang, Yang Liu, Baowen Xu, Zhenyu Chen
<br>ICSE 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Eliminating Backdoors in Neural Code Models for Secure Code Understanding</u></a> <br>
Weisong Sun, Yuchen Chen, Chunrong Fang, Yebo Feng, Yuan Xiao, An Guo, Quanjun Zhang, Zhenyu Chen, Baowen Xu, Yang Liu
<br>FSE 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/"><u>Automated Detection and Repair of Floating-point Precision Problems in Convolutional Neural Network Operators</u></a> <br>
Jiawei Liu, Xufan Zhang, Lurong Xu, Chunrong Fang, Mingzheng Gu, Weisi Luo, Dong Chai, Jiang Wang, Zhihong Zhao, Zhenyu Chen
<br>ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2412.16620"><u>A Large-scale Empirical Study on Fine-tuning Large Language Models for Unit Testing</u></a> <br>
Ye Shang, Quanjun Zhang, Chunrong Fang, Siqi Gu, Jianyi Zhou, Zhenyu Chen
<br>ISSTA 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/"><u>Enhanced Prompting Framework for Code Summarization with Large Language Models</u></a> <br>
Mingying Fang, Xing Yuan, Yuying Li, Haojie Li, Chunrong Fang, Junwei Du
<br>ISSTA 2025<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2407.07959"><u>Source Code Summarization in the Era of Large Language Models</u></a> <br>
Weisong Sun, Yun Miao, Yuekang Li, Hongyu Zhang, Chunrong Fang, Yi Liu, Gelei Deng, Yang Liu, Zhenyu Chen<br>
ICSE 2025<br><br>
</li>
</ul>
<h3>2024</h3>
<ul style="line-height: 25px">
<li>
<a href="https://ieeexplore.ieee.org/abstract/document/10795658"><u>Enhanced Crowdsourced Test Report Prioritization via Image-and-Text Semantic Understanding and Feature Integration</u></a> <br>
Chunrong Fang, Shengcheng Yu, Quanjun Zhang, Xin Li, Yulei Liu, Zhenyu Chen
<br>IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/10707350/"><u>A Large-scale Empirical Study of Actionable Warning Distribution within Projects</u></a> <br>
Xiuting Ge, Chunrong Fang, Xuanye Li, Qirui Zheng, Jia Liu, Zhihong Zhao, Zhenyu Chen
<br>IEEE Transactions on Dependable and Secure Computing<br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3702974"><u>FunFuzz: Greybox Fuzzing with Function Significance</u></a> <br>
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Lihua Guo, Zhenyu Chen
<br>ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3699598"><u>Exploring Automated Assertion Generation via Large Language Models</u></a> <br>
Quanjun Zhang, Weifeng Sun, Chunrong Fang, Bowen Yu, Hongyan Li, Meng Yan, Jianyi Zhou, Zhenyu Chen
<br>ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2312.00324"><u>Machine Learning for Actionable Warning Identification: A Comprehensive Survey</u></a> <br>
Xiuting Ge, Chunrong Fang, Xuanye Li, Weisong Sun, Daoyuan Wu, Juan Zhai, Shangwei Lin, Zhihong Zhao, Yang Liu, Zhenyu Chen
<br>ACM Computing Surveys<br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3691620.3695523"><u>DevMuT: Testing Deep Learning Framework via Developer Expertise-Based Mutation</u></a> <br>
Yanzhou Mu, Juan Zhai, Chunrong Fang, Xiang Chen, Zhixiang Cao, Peiran Yang, Yinglong Zou, Tao Zheng, Zhenyu Chen<br>
ASE 2024<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2409.14968"><u>Mutation-Based Deep Learning Framework Testing Method in JavaScript Environment</u></a> <br>
Yinglong Zou, Juan Zhai, Chunrong Fang, Jiawei Liu, Tao Zheng, Zhenyu Chen<br>
ASE 2024<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2409.08081"><u>SoVAR: Build Generalizable Scenarios from Accident Reports for Autonomous Driving Testing</u></a> <br>
An Guo, Yuan Zhou, Haoxiang Tian, Chunrong Fang, Yunjian Sun, Weisong Sun, Xinyu Gao,Luu Anh Tuan, Yang Liu, Zhenyu Chen<br>
ASE 2024<br><br>
</li>
<li>
<a href="https://www.arxiv.org/abs/2408.16470"><u>CooTest: An Automated Testing Approach for V2X Communication Systems</u></a> <br>
An Guo, Xinyu Gao, Zhenyu Chen, Yuan Xiao, Jiakai Liu, Xiuting Ge, Weisong Sun, Chunrong Fang<br>
ISSTA 2024<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2407.01646"><u>ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization</u></a> <br>
Chunrong Fang, Weisong Sun, Yuchen Chen, Xiao Chen, Zhao Wei, Quanjun Zhang, Yudu You, Bin Luo, Yang Liu, Zhenyu Chen<br>
IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2406.08340"><u>Practical, Automated Scenario-based Mobile App Testing</u></a> <br>
Shengcheng Yu, Chunrong Fang, Mingzhe Du, Zimin Ding, Zhenyu Chen, Zhendong Su<br>
IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2208.09116"><u>Effective, Platform-Independent GUI Testing via Image Embedding and Reinforcement Learning</u></a> <br>
Shengcheng Yu, Chunrong Fang, Xin Li, Yuchen Ling, Zhenyu Chen, Zhendong Su<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://link.springer.com/article/10.1007/s11263-024-02096-6"><u>Benchmarking Object Detection Robustness against Real-World Corruptions</u></a> <br>
Jiawei Liu, Zhijie Wang, Lei Ma, Chunrong Fang, Tongtong Bai, Xufan Zhang, Jia Liu, Zhenyu Chen<br>
International Journal of Computer Vision<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2311.08157"><u>TransformCode: A Contrastive Learning Framework for Code Embedding via Subtree Transformation</u></a> <br>
Zixiang Xian, Rubing Huang, Dave Towey, Chunrong Fang, Zhenyu Chen<br>
IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://doi.org/10.1145/3660776"><u>Semi-Supervised Crowdsourced Test Report Clustering via Screenshot-Text Binding Rules</u></a> <br>
Shengcheng Yu, Chunrong Fang, Quanjun Zhang, Mingzhe Du, Jia Liu, Zhenyu Chen<br>
FSE 2024<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2311.07107"><u>A Survey of Source Code Search: A 3-Dimensional Perspective</u></a> <br>
Weisong Sun, Chunrong Fang, Yifei Ge, Yuling Hu, Yuchen Chen, Quanjun Zhang, Xiuting Ge, Yang Liu, Zhenyu Chen<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3654440"><u>DiPri: Distance-based Seed Prioritization for Greybox Fuzzing</u></a> <br>
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Ding Yang, Shun Li, Binyu Li, Zhenyu Chen<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2406.00699"><u>Towards General Robustness Verification of MaxPool-based Convolutional Neural Networks via Tightening Linear Approximation</u></a> <br>
Yuan Xiao, Shiqing Ma, Juan Zhai, Chunrong Fang, Jinyuan Jia, Zhenyu Chen<br>
CVPR 2024<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2301.12453"><u>APPT: Boosting Automated Patch Correctness Prediction via Fine-tuning Pre-trained Models</u></a> <br>
Quanjun Zhang, Chunrong Fang, Weisong Sun, Yan Liu, Tieke He, Xiaodong Hao, Zhenyu Chen<br>
IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2309.07518"><u>Coverage Goal Selector for Combining Multiple Criteria in Search-Based Unit Test Generation</u></a> <br>
Zhichao Zhou, Yuming Zhou, Chunrong Fang, Zhenyu Chen, Xiapu Luo, Jingzhu He, Yutian Tang<br>
IEEE Transactions on Software Engineering<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2312.10655"><u>Practical Non-Intrusive GUI Exploration Testing with Visual-based Robotic Arms</u></a> <br>
Shengcheng Yu, Chunrong Fang, Mingzhe Du, Yuchen Ling, Zhenyu Chen, Zhendong Su<br>
ICSE 2024<br><br>
</li>
<li>
<a href=""><u>Improving Actionable Warning Identification via the Refined Warning-inducing Context Representation</u></a> <br>
Xiuting Ge, Chunrong Fang, Xuanye Li, Quanjun Zhang, Jia Liu, Zhihong Zhao, Zhenyu Chen<br>
SCIENCE CHINA Information Sciences<br><br>
</li>
</ul>
<h3>2023</h3>
<ul style="line-height: 25px">
<li>
<a href="https://arxiv.org/abs/2401.00751"><u>Machine Translation Testing via Syntactic Tree Pruning</u></a> <br>
Quanjun Zhang, Juan Zhai, Chunrong Fang, Jiawei Liu, Weisong Sun, Haichuan Hu, Qingyu Wang<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2206.07245"><u>An Extractive-and-Abstractive Framework for Source Code Summarization</u></a> <br>
Weisong Sun, Chunrong Fang, Yuchen Chen, Quanjun Zhang, Guanhong Tao, Yudu You, Tingxu Han, Yifei Ge, Yuling Hu, Bin Luo, Zhenyu Chen<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2301.03270"><u>A Survey of Learning-based Automated Program Repair</u></a> <br>
Quanjun Zhang, Chunrong Fang, Yuxiang Ma, Weisong Sun, Zhenyu Chen<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3628159"><u>Generation-Based Differential Fuzzing for Deep Learning Libraries</u></a><br>
Jiawei Liu, Yuheng Huang, Zhijie Wang, Lei Ma, Chunrong Fang, Mingzheng Gu, Xufan Zhang, Zhenyu Chen<br>
ACM Transactions on Software Engineering and Methodology<br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2308.12533"><u>Pre-trained Model-based Automated Software Vulnerability Repair: How Far are We?</u></a> <br>
Quanjun Zhang, Chunrong Fang, Bowen Yu, Tongke Zhang, Weisong Sun, Zhenyu Chen<br>
IEEE Transactions on Dependable and Secure Computing <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2309.09308"><u>GAMMA: Revisiting Template-based Automated Program Repair via Mask Prediction</u></a> <br>
Quanjun Zhang, Chunrong Fang, Tongke Zhang, Bowen Yu, Weisong Sun, Zhenyu Chen <br>
ASE 2023 <br><br>
</li>
<li>
<a href="https://dsa23.techconf.org/download/webpub2023/pdfs/DSA2023-5EN72RInktS0sIKydpKoRu/047700a114/047700a114.pdf"><u>Towards Effective Bug Reproduction for Mobile Applications</u></a> <br>
Xin Li, Shengcheng Yu, Lifan Sun, Yuexiao Liu, Chunrong Fang <br>
DSA 2023 <i><b>Best Paper Award</b></i> <br><br>
</li>
<li>
<a href="https://onlinelibrary.wiley.com/doi/10.1002/spe.3257?af=R"><u>Security-based Code Smell Definition, Detection, and Impact Quantification in Android</u></a> <br>
Yi Zhong, Mengyu Shi, Jiawei He, Chunrong Fang, Zhenyu Chen <br>
Software: Practice and Experience <br><br>
</li>
<li>
<a href="https://chunrong.github.io/"><u>OATGA: Optimizing Adversarial Training via Genetic Algorithm for Automatic Modulation Classification</u></a> <br>
Zhida Bao, Jiawei He, Quanjun Zhang, Chunrong Fang, Keshav Sood, Yun Lin <br>
Globecom 2023 <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/abs/10.1145/3605157.3605172"><u>Distance-based Seed Selection for Greybox Fuzzing</u></a> <br>
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Zhenyu Chen <br>
FUZZING 2023 <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2108.07401"><u>Mobile App Crowdsourced Test Report Consistency Detection via Deep Image-and-Text Fusion Understanding</u></a> <br>
Shengcheng Yu, Chunrong Fang, Quanjun Zhang, Zhihao Cao, Yexiao Yun, Zhenfei Cao, Kai Mei, Zhenyu Chen <br>
IEEE Transactions on Software Engineering <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2305.17506"><u>Backdooring Neural Code Search</u></a> <br>
Weisong Sun, Yuchen Chen, Guanhong Tao, Chunrong Fang, Xiangyu Zhang, Quanjun Zhang, Bin Luo <br>
ACL 2023 <br><br>
</li>
<li>
<a href="https://www.sciencedirect.com/science/article/abs/pii/S0957417423006541"><u>An Unsupervised Feature Selection Approach for Actionable Warning Identification</u></a> <br>
Xiuting Ge, Chunrong Fang, Jia Liu, Mingshuang Qing, Xuanye Li, Zhihong Zhao <br>
Expert Systems with Applications <br><br>
</li>
<li>
<a href="https://www.sciencedirect.com/science/article/abs/pii/S0164121223000766"><u>Deep Learning Framework Testing via Hierarchical and Heuristic Model Generation</u></a> <br>
Yinglong Zou, Haofeng Sun, Chunrong Fang, Jiawei Liu, Zhenping Zhang <br>
Journal of Systems and Software <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/10018279"><u>Test Report Generation for Android App Testing via Heterogeneous Data Analysis</u></a> <br>
Chunrong Fang, Shengcheng Yu, Ting Su, Jing Zhang, Yuanhan Tian, Yang Liu <br>
IEEE Transactions on Software Engineering <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/10025506"><u>An Empirical Study of Class Rebalancing Methods for Actionable Warning Identification</u></a> <br>
Xiuting Ge, Chunrong Fang, Tongtong Bai, Jia Liu, Zhihong Zhao <br>
IEEE Transactions on Reliability <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/9928381"><u>Leveraging Android Automated Testing to Assist Crowdsourced Testing</u></a> <br>
Xiuting Ge, Shengcheng Yu, Chunrong Fang, Qi Zhu, Zhihong Zhao <br>
IEEE Transactions on Software Engineering <br><br>
</li>
</ul>
<h3>2022</h3>
<ul style="line-height: 25px">
<li>
<a href="https://dl.acm.org/doi/abs/10.1145/3540250.3558933"><u>SemCluster: A Semi-Supervised Clustering Tool for Crowdsourced Test Reports with Deep Image Understanding</u></a> <br>
Mingzhe Du, Shengcheng Yu, Chunrong Fang, Tongyu Li, Heyuan Zhang, Zhenyu Chen <br>
ESEC/FSE 2022 (Demo Track) <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2208.04096"><u>Selectively Combining Multiple Coverage Goals in Search-Based Unit Test Generation</u></a> <br>
Zhichao Zhou, Yuming Zhou, Chunrong Fang, Zhenyu Chen, Yutian Tang <br>
ASE 2022 <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/abs/10.1145/3551349.3559536"><u>ElecDaug: Electromagnetic Data Augmentation for Model Repair based on Metamorphic Relation</u></a> <br>
Jiawei He, Zhida Bao, Quanjun Zhang, Weisong Sun, Jiawei Liu, Chunrong Fang, Yun Lin <br>
ASE 2022 (Demo Track) <br><br>
</li>
<li>
<a href="https://www.cs.purdue.edu/homes/taog/docs/FSE22.pdf"><u>RULER: Discriminative and Iterative Adversarial Training for Deep Neural Network Fairness</u></a> <br>
Guanhong Tao, Weisong Sun, Tingxu Han, Chunrong Fang, Xiangyu Zhang <br>
ESEC/FSE 2022 <br><br>
</li>
<li>
<a href="sciencedirect.com/science/article/abs/pii/S0950584922001252"><u>Test Case Recommendation based on Balanced Distance of Test Targets</u></a> <br>
Weisong Sun, Quanjun Zhang, Chunrong Fang, Yuchen Chen, Xingya Wang, Ziyuan Wang <br>
Information and Software Technology <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2206.11026"><u>Test Case Prioritization Using Partial Attention</u></a> <br>
Quanjun Zhang, Chunrong Fang, Weisong Sun, Shengcheng Yu, Yutao Xu, Yulei Liu <br>
Journal of Systems and Software <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3533767.3543292"><u>UniRLTest: Universal Platform-Independent Testing with Reinforcement Learning via Image Understanding</u></a> <br>
Ziqian Zhang, Yulei Liu, Shengcheng Yu, Xin Li, Yexiao Yun, Chunrong Fang, Zhenyu Chen <br>
ISSTA 2022 (Demo Track) <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/abs/10.1145/3545258.3545285"><u>Investigating Coverage Guided Fuzzing with Mutation Testing</u></a> <br>
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Lihua Guo <br>
Internetware 2022 <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2205.10956"><u>CIRCLE: Continual Repair across Programming Languages</u></a> <br>
Wei Yuan, Quanjun Zhang, Tieke He, Chunrong Fang, Nguyen Quoc Viet Hung, Xiaodong Hao, Hongzhi Yin <br>
ISSTA 2022 <br><br>
</li>
<li>
<a href="https://www.sciencedirect.com/science/article/abs/pii/S095058492200060X"><u>Locality-based Security Bug Report Identification via Active Learning</u></a> <br>
Xiuting Ge, Chunrong Fang, Meiyuan Qian, Yu Ge, Mingshuang Qing <br>
Information and Software Technology <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/9793740"><u>TauLiM: Test Data Augmentation of LiDAR Point Cloud by Metamorphic Relation</u></a> <br>
Ju Lin, Jiawei Liu, Quanjun Zhang, Xufan Zhang, Chunrong Fang <br>
ICSE 2022 (Demo Track) <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/9793744"><u>TauPad: Test Data Augmentation of Point Clouds by Adversarial Mutation</u></a> <br>
Guandi Liu, Jiawei Liu, Quanjun Zhang, Chunrong Fang, Xufan Zhang <br>
ICSE 2022 (Demo Track) <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2202.08029"><u>Code Search based on Context-aware Code Translation</u></a> <br>
Weisong Sun, Chunrong Fang, Yuchen Chen, Guanhong Tao, Tingxu Han, Quanjun Zhang <br>
ICSE 2022 <br><br>
</li>
</ul>
<h3>2021</h3>
<ul style="line-height: 25px">
<li>
<a href="https://ieeexplore.ieee.org/document/9536229"><u>Duo: Differential Fuzzing for Deep Learning Operators</u></a> <br>
Xufan Zhang, Jiawei Liu, Ning Sun, Chunrong Fang, Jia Liu, Dong Chai, Jiang Wang, Zhenyu Chen <br>
IEEE Transactions on Reliability <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/abs/10.1145/3460319.3469080"><u>TauMed: Test Augmentation of Deep Learning in Medical Diagnosis</u></a> <br>
Yunhan Hou, Jiawei Liu, Daiwei Wang, Jiawei He, Chunrong Fang, Zhenyu Chen <br>
ISSTA 2021 (Demo Track) <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3460319.3464843"><u>Predoo: Precision Testing of Deep Learning Operators</u></a> <br>
Xufan Zhang, Ning Sun, Chunrong Fang, Jiawei Liu, Jia Liu, Dong Chai, Jiang Wang, Zhenyu Chen <br>
ISSTA 2021 <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/9504495"><u>An Online Multi-step-forward Voltage Prediction Approach based on LSTM-TD Modeand KF Algorithm</u></a> <br>
Ye Ni, Zhilong Xia, Fangtong Zhao, Chunrong Fang, Zhenyu Chen <br>
IEEE Computer <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2008.05182"><u>Layout and Image Recognition Driving Cross-platform Automated Mobile Testing</u></a> <br>
Shengcheng Yu, Chunrong Fang, Yexiao Yun, Yang Feng <br>
ICSE 2021 <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2102.09747"><u>Prioritize Crowdsourced Test Reports via Deep Screenshot Understanding</u></a> <br>
Shengcheng Yu, Chunrong Fang, Zhenfei Cao, Xu Wang, Tongyu Li, Zhenyu Chen <br>
ICSE 2021 <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/2008.05933"><u>Graph-based Fuzz Testing for Deep Learning Inference Engine</u></a> <br>
Weisi Luo, Xiaoyue Run, Dong Chai, Jiang Wang, Chunrong Fang, Zhenyu Chen <br>
ICSE 2021 <br><br>
</li>
</li>
</ul>
<h3>2020</h3>
<ul style="line-height: 25px">
<li>
<a href="https://ieeexplore.ieee.org/document/9286010"><u>STIFA: Crowdsourced Mobile Testing Report Selection Based on Text and Image Fusion Analysis</u></a> <br>
Zhenfei Cao, Xu Wang, Shengcheng Yu, Yexiao Yun, Chunrong Fang <br>
ASE 2020 (Demo Track) <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/9285990"><u>HomoTR: Online Test Recommendation System based on Homologous Code Matching</u></a> <br>
Chenqian Zhu, Weisong Sun, Qin Liu, Yangyang Yuan, Chunrong Fang, Yong Huang <br>
ASE 2020 (Demo Track) <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3368089.3409716"><u>C2S: Translating NaturaLanguage Comments to Formal Program Specifications</u></a> <br>
Juan Zhai, Yu Shi, Minxue Pan, Guian Zhou, Yongxiang Liu, Chunrong Fang, Shiqing Ma, Lin Tan, Xiangyu Zhang <br>
ESEC/FSE 2020 <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3395363.3397362"><u>Functional Code Clone Detection with Syntax and Semantics Fusion Learning</u></a> <br>
Chunrong Fang, Zixi Liu, Yangyang Shi, Jeff Huang, Qingkai Shi<br>
ISSTA 2020 <br><br>
</li>
<li>
<a href="https://arxiv.org/abs/1903.00661"><u>DeepGini: Prioritizing Massive Tests to Enhance the Robustness of Deep Neural Networks</u></a> <br>
Yang Feng, Qingkai Shi, Xinyu Gao, Jun Wan, Chunrong Fang, Zhenyu Chen <br>
ISSTA 2020 <br><br>
</li>
<li>
<a href="https://dl.acm.org/doi/10.1145/3377812.3382138"><u>FuRong: Fusing Report of Automated Android Testing on Multi-Devices</u></a> <br>
Yuanhan Tian, Shengcheng Yu, Chunrong Fang, Peiyuan Li <br>
ICSE 2020 (Demo Track) <br><br>
</li>
<li>
<a href="https://link.springer.com/article/10.1007/s11432-019-2859-8"><u>Quality Assessment of Crowdsourced Test Cases</u></a> <br>
Yuan Zhao, Yang Feng, Yi Wang, Rui Hao, Chunrong Fang, Zhenyu Chen <br>
Science China Information Sciences <br><br>
</li>
<li>
<a href="https://ieeexplore.ieee.org/document/9176788"><u>Accuracy Measurement of Deep Neural Network Accelerator via Metamorphic Testing</u></a> <br>
Chaojin Wang, Jian Shen, Chunrong Fang, Xiangsheng Guan, Kaitao Wu, Jiang Wang <br>
AITest 2020 <i><b>Collaboration with Huawei</b></i><br><br>
</li>
</ul>
</div>
<!--Awards-->
<div align="left">
<h1>Awards</h1>
<ul style="line-height: 25px">
<li><b>FSE 2023 Distinguished Reviewer Award</b></li>
<li><b>ASE 2023 Distinguished PC Member Award</b></li>
<li><b>IEEE DSA 2023 Best Paper Award</b></li>
<li><b>2022 National Teaching Achievement Award</b></li>
<li><b>2021 CCF-TCFTC Software Testing Youth Innovation Award</b></li>
</div>
<!--Academic Service-->
<div align="left">
<h1>Academic Service</h1>
<ul style="line-height: 25px">
<li><b>Vice Chapter Chair</b>: Nanjing Section Chapter, IEEE Reliability Society</li>
<li><b>Guest Editor</b>: STVR (2023), JSEP (2022), Applied Sciences (2022), 计算机工程(青年编委)</li>
<li><b>PC Chair</b>: AST@ICSE (2023), AIST (2020)</li>
<li><b>PC Member</b>: ESEC/FSE (2023), ASE (2022/2023/2024), ISSRE (2021/2022/2023), COMPSAC (2021), AITest (2020/2021), CCF-CFTC (2020/2021), IBF (2020), PRDC (2023), ICSE-Demo (2022), ASE-Demo (2020/2021/2022), ISSTA-Demo (2023), ICSME-Demo (2020)
</li>
<li><b>Journal Reviewer</b>: TSE, TOSEM, TR, JSS, JSEP, TPDC</li>
<li><b>National Standard (China)</b></li>
<ul style="line-height: 25px">
<li>GB/T 41905-2022 软件与系统工程 软件测试工具能力</li>
<li>GB/T 25000.21-2019 系统与软件工程 系统与软件质量要求和评价(SQuaRE) 第21部分：质量测度元素</li>
<li>GB/T 25000.22-2019 系统与软件工程 系统与软件质量要求和评价(SQuaRE) 第22部分：使用质量测量</li>
<li>GB/T 25000.23-2019 系统与软件工程 系统与软件质量要求和评价(SQuaRE) 第23部分：系统与软件产品质量测量</li>
<li>GB/T 37729-2019 信息技术 智能移动终端应用软件（APP）技术要求</li>
</ul>
<li>Organizer of <a href="http://www.mooctest.org/">Contest on Software Testing</a></li>
</ul>
</div>
</div></div>
<div align="right">Last Updated: 2023-09-10</div>
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