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房春荣
软件学院
电话:83621360
邮箱:fangchunrong@nju.edu.cn
地址:江苏省南京市汉口路22号
办公地址:费彝民楼925
邮编:210093

房春荣,博士,特聘研究员,博士生导师,紫金学者,南京大学–数兑联合研究中心主任,CCF 高级会员,系统软件/容错计算专委会委员,江苏省数字经济学会委员,江苏省软件工程标准化技术委员会委员,主要从事智能软件工程研究(BigCode & AITesting)。

主持国家自然科学基金项目/重点课题 4 项,国家重点研发项目子课题 1 项、骨干 3 项,省重点研发项目骨干 1 项,教育部产学合作协同育人项目 3 项,横向科研项目若干。(曾)担任 TSE、JSEP 等期刊编委,AST、AIST、ISSSR、DSA 等国际会议程序委员会共同主席,ICSE、FSE、ASE、ISSTA 等国际会议程序委员会委员,TSE、TOSEM 等期刊审稿人。

以一作/通讯作者在 SCIS、TSE、TOSEM、TIFS、TDSC、IJCV、ICSE、FSE、ASE、ISSTA、CVPR、NIPS、ACL 等 CCF-A 会议/期刊发表论文 80 余篇,获国际会议最佳论文 2 项,授权发明专利 20 余项,部分成果在华为、百度等知名企业应用转化。参编多项软件工程和工业 APP 相关国家、省、团体标准。获国家级教学成果奖,多项省部级科技进步奖,CCF TCFTC 软件测试青年创新奖,国家级一流本科课程、国家精品在线开放课程《软件测试》,华为价值火花奖。

【个人主页】 【智能软件工程实验室】 【Google Scholar】 【DBLP】

欢迎有志于 AI & Testing 方向的同学加入
长期招收对以下方向感兴趣的研究生与本科生:
AI 基础设施开发/测试智能化软件开发/测试智能体应用/评测/组织管理

教学

大一计算系统基础

大二计算与软件工程 II

大二人工智能驱动的数据管理

大三计算与软件工程 III

大三
软件测试

近期论文

2026

TSEDeep Learning Framework Testing via Heuristic Guidance Based on Multiple Model Measurements
Yinglong Zou, Juan Zhai, Chunrong Fang, Yanzhou Mu, Jiawei Liu, Zhenyu Chen

ISSTAFrom Draft to Precision: Iterative Agentic Framework for Intent-Aware Code Summarization
Yifei Ge, Chunrong Fang, Zhenyu Chen, Juan Zhai

ISSTAInsecure Coding Preferences in Long-Term Memory: Security Risks for LLM-based Code Generation
Yuchen Chen, Wei Cheng, Yuan Xiao, Zhou Yang, Weifeng Sun, Chunrong Fang, Xiang Chen, Baowen Xu, David Lo, Zhenyu Chen

ASEMultiFixer: A Coordinator-Proposer Based Multi-Agent Framework For Fixing Multi-Hunk Bugs
Haichuan Hu, Chunrong Fang, Ye Shang, Jiawei Liu, Weifeng Sun, Guoqing Xie, Chenxing Zhong, Quanjun Zhang

ASEBreaking Customized LLMs for Coding: Automated Red Teaming for Instruction Backdoor Attacks
Yuchen Chen, Wei Cheng, Yuan Xiao, Weisong Sun, Chunrong Fang, Zhenyu Chen, Yang Liu, Baowen Xu

ASECIPIHunter: Detecting Configuration-Induced Prediction Instability in Deep Learning Frameworks
Yanzhou Mu, Shuo Meng, Mijung Kim, Xiang Chen, Chunrong Fang, Zhenyu Chen, Juan Zhai

ICSEScalpel: Automotive Deep Learning Framework Testing via Assembling Model Components
Yinglong Zou, Juan Zhai, Chunrong Fang, An Guo, Jiawei Liu, Zhenyu Chen

ICSE
SEIP
Enabling Black-box RPC-API Testing with Multi-Agent Reinforcement Learning and LLMs: An Industry Case Study
Xiaoqing Sun, Zhou Shao, Xiaonan Shi, Chunrong Fang, Shiliang Xiao, Chao Ma, Xiaobo Xue, Jianyuan Lu, Shize Zhang, Enge Song, Yang Song, Xing Li, Chongrong Fang, Biao Lyu, Shunmin Zhu

FSETowards Automated Crowdsourced Testing via Personified-LLM
Shengcheng Yu, Yuchen Ling, Chunrong Fang, Zhenyu Chen, Chunyang Chen

FSEDuCodeMark: Dual-Purpose Code Dataset Watermarking via Style-Aware Watermark–Poison Design
Yuchen Chen, Yuan Xiao, Chunrong Fang, Zhenyu Chen, Baowen Xu

FSESPuzzleMark: Implicit Jigsaw Learning for Robust Code Dataset Watermarking in Neural Code Completion Models
Haocheng Huang, Yuchen Chen, Weisong Sun, Peizhuo Lv, Yuan Xiao, Chunrong Fang, Yang Liu, Xiaofang Zhang

OOPSLAPeeling off the Cocoon: Unveiling Suppressed Golden Seeds for Mutational Greybox Fuzzing
Ruixiang Qian, Chunrong Fang, Zengxu Chen, Youxin Fu, Zhenyu Chen

TSESecuring Code Understanding: Detecting Natural Backdoor Vulnerability in Code Language Models
Yuchen Chen, Weisong Sun, Haocheng Huang, Yuan Xiao, Chunrong Fang, Yiran Zhang, Tingting Xu, Zhenpeng Chen, An Guo, Peizhuo Lv, Xiaofang Zhang, Zhenyu Chen, Yang Liu, Baowen Xu

TSEHuman Cognitive Pattern Simulation for Crowdsourced Test Report Consistency Detection
Yuchen Ling, Shengcheng Yu, Shuguang Chen, Liuming Wang, Chunrong Fang, Wenbin Guo, Jia Liu, Zhenyu Chen

TOSEMUnderstanding LLM-Centric Challenges for Deep Learning Frameworks: An Empirical Analysis
Yanzhou Mu, Rong Wang, Juan Zhai, Chunrong Fang, Xiang Chen, Jiacong Wu, An Guo, Jiawei Shen, Bingzhuo Li, Zhenyu Chen

TOSEMSGAgent: Suggestion-Guided LLM-Based Multi-Agent Framework for Repository-Level Software Repair
Quanjun Zhang, Chengyu Gao, Yu Han, Ye Shang, Chunrong Fang, Zhenyu Chen, Liang Xiao

TOSEMScenario-Guided LLM-based Mobile App GUI Testing
Shengcheng Yu, Yuchen Ling, Chunrong Fang, Quan Zhou, Yi Zhao, Chunyang Chen, Shaomin Zhu, Zhenyu Chen

TOSEMAbstract Syntax Tree for Programming Language Understanding and Representation
Weisong Sun, Chunrong Fang, Yun Miao, Mengzhe Yuan, Zhenpeng Chen, Yuchen Chen, Quanjun Zhang, An Guo, Xiang Zhen, Zhenyu Chen

TOSEMA Systematic Literature Review on Large Language Models for Automated Program Repair
Quanjun Zhang, Chunrong Fang, Yang Xie, Yuxiang Ma, Weisong Sun, Yun Yang, Zhenyu Chen

TIFSRethinking Reverse-engineering-based Backdoor Removal in Self-supervised Learning
Tingxu Han, Weisong Sun, Yifei Ge, Chunrong Fang, Zhenting Wang, Shiqing Ma, Zhenyu Chen, Xiangyu Zhang

IJCVUBA: A Unified Black-Box Adversarial Testing for Object Detection via Visualization-Based Contextual Reconstruction
Jiawei Liu, Weisi Luo, Chunrong Fang, Quanjun Zhang, Junyi Xie, Dezhi Li, Jiang Wang, Zhenyu Chen

ACL
Findings
Train in Vain: Functionality-Preserving Poisoning to Prevent Unauthorized Use of Code Datasets
Yuan Xiao, Yuchen Chen, Jiaming Wang, Wei Song, Jun Sun, Shiqing Ma, Yanzhou Mu, Juan Zhai, Chunrong Fang, Jin Song Dong, Zhenyu Chen

ACL
Findings
Debiasing LLMs by Masking Unfairness-Driving Attention Heads
Tingxu Han, Wei Song, Ziqi Ding, Ziming Li, Chunrong Fang, Yuekang Li, Dongfang Liu, Zhenyu Chen, Zhenting Wang

2025

ICSEShow Me Your Code! Kill Code Poisoning: A Lightweight Method Based on Code Naturalness
Weisong Sun, Yuchen Chen, Mengzhe Yuan, Chunrong Fang, Zhenpeng Chen, Chong Wang, Yang Liu, Baowen Xu, Zhenyu Chen

ICSESource Code Summarization in the Era of Large Language Models
Weisong Sun, Yun Miao, Yuekang Li, Hongyu Zhang, Chunrong Fang, Yi Liu, Gelei Deng, Yang Liu, Zhenyu Chen

FSEEliminating Backdoors in Neural Code Models for Secure Code Understanding
Weisong Sun, Yuchen Chen, Chunrong Fang, Yebo Feng, Yuan Xiao, An Guo, Quanjun Zhang, Zhenyu Chen, Baowen Xu, Yang Liu

ASEWhen Autonomous Vehicle Meets V2X Cooperative Perception: How Far Are We?
An Guo, Shuoxiao Zhang, Enyi Tang, Xinyu Gao, Haomin Pang, Haoxiang Tian, Yanzhou Mu, Wu Wen, Chunrong Fang, Zhenyu Chen

ISSTAImproving Deep Learning Framework Testing with Model-Level Metamorphic Testing
Yanzhou Mu, Juan Zhai, Chunrong Fang, Xiang Chen, Zhixiang Cao, Peiran Yang, Kexin Zhao, An Guo, Zhenyu Chen

ISSTADeCoMa: Detecting and Purifying Code Dataset Watermarks through Dual Channel Code Abstraction
Yuan Xiao, Yuchen Chen, Shiqing Ma, Haocheng Huang, Chunrong Fang, Yanwei Chen, Weisong Sun, Yunfeng Zhu, Xiaofang Zhang, Zhenyu Chen

ISSTAA Large-scale Empirical Study on Fine-tuning Large Language Models for Unit Testing
Ye Shang, Quanjun Zhang, Chunrong Fang, Siqi Gu, Jianyi Zhou, Zhenyu Chen

ISSTAEnhanced Prompting Framework for Code Summarization with Large Language Models
Mingying Fang, Xing Yuan, Yuying Li, Haojie Li, Chunrong Fang, Junwei Du

CVPRTightening Robustness Verification of MaxPool-based Neural Networks via Minimizing the Over-Approximation Zone
Yuan Xiao, Yuchen Chen, Shiqing Ma, Chunrong Fang, Tongtong Bai, Mingzheng Gu, Yuxin Cheng, Yanwei Chen, Zhenyu Chen

NeurIPSContinuous Concepts Removal in Text-to-image Diffusion Models
Tingxu Han, Weisong Sun, Yanrong Hu, Chunrong Fang, Yonglong Zhang, Shiqing Ma, Tao Zheng, Zhenyu Chen, Zhenting Wang

ACL
Findings
Token-Budget-Aware LLM Reasoning
Tingxu Han, Zhenting Wang, Chunrong Fang, Shiyu Zhao, Shiqing Ma, Zhenyu Chen

TSEDeep Learning Framework Testing via Model Mutation: How Far Are We?
Yanzhou Mu, Rong Wang, Juan Zhai, Chunrong Fang, Xiang Chen, Peiran Yang, Zhixiang Cao, Ruixiang Qian, Shaoyu Yang, Zhenyu Chen

TSESpatial Semantic Fuzzing for LiDAR-based Autonomous Driving Perception Systems
An Guo, Zhiwei Su, Xinyu Gao, Chunrong Fang, Senrong Wang, Haoxiang Tian, Wu Wen, Lei Ma, Zhenyu Chen

TSEImproving Retrieval-Augmented Deep Assertion Generation via Joint Training
Quanjun Zhang, Chunrong Fang, Yi Zheng, Ruixiang Qian, Shengcheng Yu, Yuan Zhao, Jianyi Zhou, Yun Yang, Tao Zheng, Zhenyu Chen

TOSEMPre-trained Model-based Actionable Warning Identification: A Feasibility Study
Xiuting Ge, Chunrong Fang, Quanjun Zhang, Daoyuan Wu, Bowen Yu, Qirui Zheng, An Guo, Shang-wei Lin, Zhihong Zhao, Yang Liu, Zhenyu Chen

TOSEMHidden Backdoor Attack against Neural Code Search Models
Yuchen Chen, Weisong Sun, Chunrong Fang, Quanjun Zhang, Zhenyu Chen, Xiangyu Zhang

TOSEMA Survey of Learning-based Method Name Prediction
Hanwei Qian, Wei Liu, Tingting Xu, Jie Yin, Xia Feng, Weisong Sun, Ziqi Ding, Yuchen Chen, Yun Miao, Jiaxun Li, Jianhua Zhao, Chunrong Fang

TOSEMACTesting: Automated Cross-modal Testing Method of Text-to-Image Software
Siqi Gu, Chunrong Fang, Quanjun Zhang, Zhenyu Chen

TOSEMLLM-based Crowdsourced Test Report Clustering
Yuchen Ling, Shengcheng Yu, Chunrong Fang, Quan Zhou, Chen, Zhenyu Chen

TOSEMSecurity of Language Models for Code: A Systematic Literature Review
Yuchen Chen, Weisong Sun, Chunrong Fang, Zhenpeng Chen, Yifei Ge, Tingxu Han, Quanjun Zhang, Yang Liu, Zhenyu Chen, Baowen Xu

TOSEMTest Script Intention Generation for Mobile Application via GUI Image and Code Understanding
Shengcheng Yu, Chunrong Fang, Jia Liu, Zhenyu Chen

TOSEMImproving Deep Assertion Generation via Fine-Tuning Retrieval-Augmented Pre-trained Language Models
Quanjun Zhang, Chunrong Fang, Yi Zheng, Yaxin Zhang, Yuan Zhao, Rubing Huang, Jianyi Zhou, Yun Yang, Tao Zheng, Zhenyu Chen

TOSEMAutomated Detection and Repair of Floating-point Precision Problems in Convolutional Neural Network Operators
Jiawei Liu, Xufan Zhang, Lurong Xu, Chunrong Fang, Mingzheng Gu, Weisi Luo, Dong Chai, Jiang Wang, Zhihong Zhao, Zhenyu Chen

TIFSMutual Information Guided Backdoor Mitigation for Pre-trained Encoders
Tingxu Han, Weisong Sun, Ziqi Ding, Chunrong Fang, Hanwei Qian, Jiaxun Li, Zhenyu Chen, Guanhong Tao, Xiangyu Zhang

CSURVision-Based Mobile App GUI Testing: A Survey
Shengcheng Yu, Chunrong Fang, Ziyuan Tuo, Quanjun Zhang, Chunyang Chen, Zhenyu Chen, Zhendong Su

CSURMachine Learning for Actionable Warning Identification: A Comprehensive Survey
Xiuting Ge, Chunrong Fang, Xuanye Li, Weisong Sun, Daoyuan Wu, Juan Zhai, Shangwei Lin, Zhihong Zhao, Yang Liu, Zhenyu Chen

SCISA Survey on Large Language Models for Software Engineering
Quanjun Zhang, Chunrong Fang, Yang Xie, Yaxin Zhang, Shengcheng Yu, Weisong Sun, Yun Yang, Zhenyu Chen

QRSPrompt Learning for Source Code Summarization最佳论文
Tingting Xu, Chunrong Fang, Hanwei Qian, Xia Feng, Weisong Sun

2024

ICSEPractical Non-Intrusive GUI Exploration Testing with Visual-based Robotic Arms
Shengcheng Yu, Chunrong Fang, Mengzhe Du, Yuchen Ling, Zhenyu Chen, Zhendong Su

FSESemi-Supervised Crowdsourced Test Report Clustering via Screenshot-Text Binding Rules
Shengcheng Yu, Chunrong Fang, Quanjun Zhang, Mingzhe Du, Jia Liu, Zhenyu Chen

ASEDevMuT: Testing Deep Learning Framework via Developer Expertise-Based Mutation
Yanzhou Mu, Juan Zhai, Chunrong Fang, Xiang Chen, Zhixiang Cao, Peiran Yang, Yinglong Zou, Tao Zheng, Zhenyu Chen

ASEMutation-Based Deep Learning Framework Testing Method in JavaScript Environment
Yinglong Zou, Juan Zhai, Chunrong Fang, Jiawei Liu, Tao Zheng, Zhenyu Chen

ASESoVAR: Build Generalizable Scenarios from Accident Reports for Autonomous Driving Testing
An Guo, Yuan Zhou, Haoxiang Tian, Chunrong Fang, Yunjian Sun, Weisong Sun, Xinyu Gao, Luu Anh Tuan, Yang Liu, Zhenyu Chen

ISSTACooTest: An Automated Testing Approach for V2X Communication Systems
An Guo, Xinyu Gao, Zhenyu Chen, Yuan Xiao, Jiakai Liu, Xiuting Ge, Weisong Sun, Chunrong Fang

CVPRTowards General Robustness Verification of MaxPool-based Convolutional Neural Networks via Tightening Linear Approximation
Yuan Xiao, Shiqing Ma, Juan Zhai, Chunrong Fang, Jinyuan Ji, Zhenyu Chen

TSEEnhanced Crowdsourced Test Report Prioritization via Image-and-Text Semantic Understanding and Feature Integration
Chunrong Fang, Shengcheng Yu, Quanjun Zhang, Xin Li, Yulei Liu, Zhenyu Chen

TSEESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization
Chunrong Fang, Weisong Sun, Yuchen Chen, Xiao Chen, Zhao Wei, Quanjun Zhang, Yudu You, Bin Luo, Yang Liu, Zhenyu Chen

TSEPractical, Automated Scenario-based Mobile App Testing
Shengcheng Yu, Chunrong Fang, Mingzhe Du, Zimin Ding, Zhenyu Chen, Zhendong Su

TSETransformCode: A Contrastive Learning Framework for Code Embedding via Subtree Transformation
Zixiang Xian, Rubing Huang, Dave Towey, Chunrong Fang, Zhenyu Chen

TSEAPPT: Boosting Automated Patch Correctness Prediction via Fine-tuning Pre-trained Models
Quanjun Zhang, Chunrong Fang, Weisong Sun, Yan Liu, Tieke He, Xiaodong Hao, Zhenyu Chen

TSECoverage Goal Selector for Combining Multiple Criteria in Search-Based Unit Test Generation
Zhichao Zhou, Yuming Zhou, Chunrong Fang, Zhenyu Chen, Xiapu Luo, Jingzhu He, Yutian Tang

TOSEMFunFuzz: Greybox Fuzzing with Function Significance
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Lihua Guo, Zhenyu Chen

TOSEMExploring Automated Assertion Generation via Large Language Models
Quanjun Zhang, Weifeng Sun, Chunrong Fang, Bowen Yu, Hongyan Li, Meng Yan, Jianyi Zhou, Zhenyu Chen

TOSEMEffective, Platform-Independent GUI Testing via Image Embedding and Reinforcement Learning
Shengcheng Yu, Chunrong Fang, Xin Li, Yuchen Ling, Zhenyu Chen, Zhendong Su

TOSEMA Survey of Source Code Search: A 3-Dimensional Perspective
Weisong Sun, Chunrong Fang, Yifei Ge, Yuling Hu, Yuchen Chen, Quanjun Zhang, Xiuting Ge, Yang Liu, Zhenyu Chen

TOSEMDiPri: Distance-based Seed Prioritization for Greybox Fuzzing
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Ding Yang, Shun Li, Binyu Li, Zhenyu Chen

TDSCA Large-scale Empirical Study of Actionable Warning Distribution within Projects
Xiuting Ge, Chunrong Fang, Xuanye Li, Qirui Zheng, Jia Liu, Zhihong Zhao, Zhenyu Chen

IJCVBenchmarking Object Detection Robustness against Real-World Corruptions
Jiawei Liu, Zhijie Wang, Lei Ma, Chunrong Fang, Tongtong Bai, Xufan Zhang, Jia Liu, Zhenyu Chen

SCISImproving Actionable Warning Identification via the Refined Warning-inducing Context Representation
Xiuting Ge, Chunrong Fang, Xuanye Li, Quanjun Zhang, Jia Liu, Zhihong Zhao, Zhenyu Chen

2023

ASEGAMMA: Revisiting Template-based Automated Program Repair via Mask Prediction
Quanjun Zhang, Chunrong Fang, Tongke Zhang, Bowen Yu, Weisong Sun, Zhenyu Chen

ACLBackdooring Neural Code Search
Weisong Sun, Yuchen Chen, Guanhong Tao, Chunrong Fang, Xiangyu Zhang, Quanjun Zhang, Bin Luo

TSEMobile App Crowdsourced Test Report Consistency Detection via Deep Image-and-Text Fusion Understanding
Shengcheng Yu, Chunrong Fang, Quanjun Zhang, Zhihao Cao, Yexiao Yun, Zhenfei Cao, Kai Mei, Zhenyu Chen

TSETest Report Generation for Android App Testing via Heterogeneous Data Analysis
Chunrong Fang, Shengcheng Yu, Ting Su, Jing Zhang, Yuanhan Tian, Yang Liu

TSELeveraging Android Automated Testing to Assist Crowdsourced Testing
Xiuting Ge, Shengcheng Yu, Chunrong Fang, Qi Zhu, Zhihong Zhao

TOSEMMachine Translation Testing via Syntactic Tree Pruning
Quanjun Zhang, Juan Zhai, Chunrong Fang, Jiawei Liu, Weisong Sun, Haichuan Hu, Qingyu Wang

TOSEMAn Extractive-and-Abstractive Framework for Source Code Summarization
Weisong Sun, Chunrong Fang, Yuchen Chen, Quanjun Zhang, Guanhong Tao, Yudu You, Tingxu Han, Yifei Ge, Yuling Hu, Bin Luo, Zhenyu Chen

TOSEMA Survey of Learning-based Automated Program Repair
Quanjun Zhang, Chunrong Fang, Yuxiang Ma, Weisong Sun, Zhenyu Chen

TOSEMGeneration-Based Differential Fuzzing for Deep Learning Libraries
Jiawei Liu, Yuheng Huang, Zhijie Wang, Lei Ma, Chunrong Fang, Mingzheng Gu, Xufan Zhang, Zhenyu Chen

TDSCPre-trained Model-based Automated Software Vulnerability Repair: How Far are We?
Quanjun Zhang, Chunrong Fang, Bowen Yu, Tongke Zhang, Weisong Sun, Zhenyu Chen

TRAn Empirical Study of Class Rebalancing Methods for Actionable Warning Identification
Xiuting Ge, Chunrong Fang, Tongtong Bai, Jia Liu, Zhihong Zhao

ESWAAn unsupervised feature selection approach for actionable warning identification
Xiuting Ge, Chunrong Fang, Jia Liu, Mingshuang Qing, Xuanye Li, Zhihong Zhao

JSSDeep Learning Framework Testing via Hierarchical and Heuristic Model Generation
Yinglong Zou, Haofeng Sun, Chunrong Fang, Jiawei Liu, Zhenping Zhang

SPESecurity-based code smell definition, detection, and impact quantification in Android
Yi Zhong, Mengyu Shi, Jiawei He, Chunrong Fang, Zhenyu Chen

DSATowards Effective Bug Reproduction for Mobile Applications最佳论文
Xin Li, Shengcheng Yu, Lifan Sun, Yuexiao Liu, Chunrong Fang

GlobecomOATGA: Optimizing Adversarial Training via Genetic Algorithm for Automatic Modulation Classification
Zhida Bao, Jiawei He, Quanjun Zhang, Chunrong Fang, Keshav Sood, Yun Lin

FUZZINGDistance-based Seed Selection for Greybox Fuzzing
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Zhenyu Chen

2022

ICSECode Search based on Context-aware Code Translation
Weisong Sun, Chunrong Fang, Yuchen Chen, Guanhong Tao, Tingxu Han, Quanjun Zhang

ICSE
Demo
TauLiM: Test Data Augmentation of LiDAR Point Cloud by Metamorphic Relation
Ju Lin, Jiawei Liu, Quanjun Zhang, Xufan Zhang, Chunrong Fang

ICSE
Demo
TauPad: Test Data Augmentation of Point Clouds by Adversarial Mutation
Guandi Liu, Jiawei Liu, Quanjun Zhang, Chunrong Fang, Xufan Zhang

FSERULER: Discriminative and Iterative Adversarial Training for Deep Neural Network Fairness
Guanhong Tao, Weisong Sun, Tingxu Han, Chunrong Fang, Xiangyu Zhang

FSE
Demo
SemCluster: A Semi-Supervised Clustering Tool for Crowdsourced Test Reports with Deep Image Understanding
Mingzhe Du, Shengcheng Yu, Chunrong Fang, Tongyu Li, Heyuan Zhang, Zhenyu Chen

ASESelectively Combining Multiple Coverage Goals in Search-Based Unit Test Generation
Zhichao Zhou, Yuming Zhou, Chunrong Fang, Zhenyu Chen, Yutian Tang

ASE
Demo
ElecDaug: Electromagnetic Data Augmentation for Model Repair based on Metamorphic Relation
Jiawei He, Zhida Bao, Quanjun Zhang, Weisong Sun, Jiawei Liu, Chunrong Fang, Yun Lin

ISSTACIRCLE: Continual Repair across Programming Languages
Wei Yuan, Quanjun Zhang, Tieke He, Chunrong Fang, Nguyen Quoc Viet Hung, Xiaodong Hao, Hongzhi Yin

ISSTA
Demo
UniRLTest: Universal Platform-Independent Testing with Reinforcement Learning via Image Understanding
Ziqian Zhang, Yulei Liu, Shengcheng Yu, Xin Li, Yexiao Yun, Chunrong Fang, Zhenyu Chen

ISTTest Case Recommendation based on Balanced Distance of Test Targets
Weisong Sun, Quanjun Zhang, Chunrong Fang, Yuchen Chen, Xingya Wang, Ziyuan Wang

ISTLocality-based Security Bug Report Identification via Active Learning
Xiuting Ge, Chunrong Fang, Meiyuan Qian, Yu Ge, Mingshuang Qing

JSSTest Case Prioritization Using Partial Attention
Quanjun Zhang, Chunrong Fang, Weisong Sun, Shengcheng Yu, Yutao Xu, Yulei Liu

InternetwareInvestigating Coverage Guided Fuzzing with Mutation Testing
Ruixiang Qian, Quanjun Zhang, Chunrong Fang, Lihua Guo

2021

ICSELayout and Image Recognition Driving Cross-platform Automated Mobile Testing
Shengcheng Yu, Chunrong Fang, Yexiao Yun, Yang Feng

ICSEPrioritize Crowdsourced Test Reports via Deep Screenshot Understanding
Shengcheng Yu, Chunrong Fang, Zhenfei Cao, Xu Wang, Tongyu Li, Zhenyu Chen

ICSEGraph-based Fuzz Testing for Deep Learning Inference Engine
Weisi Luo, Xiaoyue Run, Dong Chai, Jiang Wang, Chunrong Fang, Zhenyu Chen

ISSTAPredoo: Precision Testing of Deep Learning Operators
Xufan Zhang, Ning Sun, Chunrong Fang, Jiawei Liu, Jia Liu, Dong Chai, Jiang Wang, Zhenyu Chen

ISSTA
Tools
TauMed: Test Augmentation of Deep Learning in Medical Diagnosis
Yunhan Hou, Jiawei Liu, Daiwei Wang, Jiawei He, Chunrong Fang, Zhenyu Chen

TRDuo: Differential Fuzzing for Deep Learning Operators
Xufan Zhang, Jiawei Liu, Ning Sun, Chunrong Fang, Jia Liu, Dong Chai, Jiang Wang, Zhenyu Chen

ComputerAn Online Multi-step-forward Voltage Prediction Approach based on LSTM-TD Model and KF Algorithm
Ye Ni, Zhilong Xia, Fangtong Zhao, Chunrong Fang, Zhenyu Chen

2020

FSEC2S: Translating Natural Language Comments to Formal Program Specifications
Juan Zhai, Yu Shi, Minxue Pan, Guian Zhou, Yongxiang Liu, Chunrong Fang, Shiqing Ma, Lin Tan, Xiangyu Zhang

ISSTAFunctional Code Clone Detection with Syntax and Semantics Fusion Learning
Chunrong Fang, Zixi Liu, Yangyang Shi, Jeff Huang, Qingkai Shi

ISSTADeepGini: Prioritizing Massive Tests to Enhance the Robustness of Deep Neuron Networks
Yang Feng, Qingkai Shi, Xinyu Gao, Jun Wan, Chunrong Fang, Zhenyu Chen

ASE
Tools
STIFA: Crowdsourced Mobile Testing Report Selection Based on Text and Image Fusion Analysis
Zhenfei Cao, Xu Wang, Shengcheng Yu, Yexiao Yun, Chunrong Fang

ASE
Tools
HomoTR: Online Test Recommendation System Based on Homologous Code Matching
Chenqian Zhu, Weisong Sun, Qin Liu, Yangyang Yuan, Chunrong Fang, Yong Huang

ICSE
Demo
FuRong: Fusing Report of Automated Android Testing on Multi-Devices
Yuanhan Tian, Shengcheng Yu, Chunrong Fang, Peiyuan Li

科研服务

Vice Chapter Chair:Nanjing Section Chapter, IEEE Reliability Society

Associate Editor:TSE, JSEP

Guest Editor:STVR 2023、JSEP 2022、Applied Sciences 2022、《计算机工程》青年编委

PC Chair:AST@ICSE 2023、AIST 2020

PC Member:FSE 2025、ISSTA 2025、ASE 2024、ISSTA 2024、ASE 2023、FSE 2023、ASE 2022、ISSRE 2023、ISSRE 2021 / 2022、PRDC 2023、ISSTA (Demo) 2023、COMPSAC 2021、ICSE (Demo) 2022、ASE (Demo) 2020 / 2021 / 2022、ICSME (Demo) 2020、AITest 2020 / 2021、IBF 2020、CCF-CFTC 2020 / 2021

Journal Reviewer:TSE、TOSEM、TR、JSS、JSEP、TPDC

参编国家标准

GB/T 41905-2022软件与系统工程 软件测试工具能力

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

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

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

GB/T 37729-2019信息技术 智能移动终端应用软件(APP)技术要求

测试大赛:大赛主页

专利与著作权:iSE 专利

工具原型:iSE 工具