ESEC/FSE 2022 – Proceedings

Frontmatter

Invited Contributions

Keynotes

AI-Assisted Programming: Applications, User Experiences, and Neuro-Symbolic Techniques (Keynote)
Sumit Gulwani 
(Microsoft, USA)

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On Safety, Assurance, and Reliability: A Software Engineering Perspective (Keynote)
Marsha Chechik 
(University of Toronto, Canada)

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Impact Award Paper Keynote

Task Modularity and the Emergence of Software Value Streams (Impact Award Paper Keynote)
Gail C. Murphy and Mik Kersten
(University of British Columbia, Canada; Tasktop Technologies, Canada)

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Invited Tutorials

Academic Prototyping (Invited Tutorial)
Andreas Zeller 
(CISPA Helmholtz Center for Information Security, Germany)

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Multi-perspective Representation Learning for Source Code Analytics (Invited Tutorial)
Zhi Jin 
(Peking University, China)

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Main Research

Machine Learning I

Adaptive Fairness Improvement Based on Causality Analysis
Mengdi Zhang  and Jun Sun 
(Singapore Management University, Singapore)

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NatGen: Generative Pre-training by “Naturalizing” Source Code
Saikat Chakraborty , Toufique Ahmed , Yangruibo Ding , Premkumar T. Devanbu , and Baishakhi Ray 
(Columbia University, USA; University of California at Davis, USA)

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Software Testing I

Testing of Autonomous Driving Systems: Where Are We and Where Should We Go?
Guannan Lou , Yao Deng , Xi Zheng , Mengshi Zhang , and Tianyi Zhang 
(Macquarie University, Australia; Meta, USA; Purdue University, USA)

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Fuzzing Deep-Learning Libraries via Automated Relational API Inference
Yinlin Deng , Chenyuan Yang , Anjiang Wei , and Lingming Zhang 
(University of Illinois at Urbana-Champaign, USA; Stanford University, USA)

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SEDiff: Scope-Aware Differential Fuzzing to Test Internal Function Models in Symbolic Execution
Penghui Li , Wei Meng , and Kangjie Lu 
(Chinese University of Hong Kong, China; University of Minnesota, USA)

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Perfect Is the Enemy of Test Oracle
Ali Reza Ibrahimzada , Yigit Varli, Dilara Tekinoglu, and Reyhaneh Jabbarvand 
(University of Illinois at Urbana-Champaign, USA; Middle East Technical University, USA; University of Massachusetts at Amherst, USA)

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Scenario-Based Test Reduction and Prioritization for Multi-Module Autonomous Driving Systems
Yao Deng , Xi Zheng , Mengshi Zhang , Guannan Lou , and Tianyi Zhang 
(Macquarie University, Australia; Meta, USA; Purdue University, USA)

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MOSAT: Finding Safety Violations of Autonomous Driving Systems using Multi-objective Genetic Algorithm
Haoxiang Tian , Yan Jiang , Guoquan Wu , Jiren Yan , Jun Wei , Wei Chen , Shuo Li , and Dan Ye 
(Institute of Software at Chinese Academy of Sciences, China; University of Chinese Academy of Sciences, China; University of Chinese Academy of Sciences Nanjing College, China; China Southern Power Grid, China; University of Chinese Academy of Sciences Chongqing School, China; Nanjing Institute of Software Technology, China)

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Empirical I

Are We Building on the Rock? On the Importance of Data Preprocessing for Code Summarization
Lin Shi , Fangwen Mu, Xiao Chen, Song Wang , Junjie Wang , Ye Yang, Ge Li, Xin Xia , and Qing Wang
(Institute of Software at Chinese Academy of Sciences, China; York University, Canada; Stevens Institute of Technology, USA; Peking University, China; Huawei, China)

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Correlates of Programmer Efficacy and Their Link to Experience: A Combined EEG and Eye-Tracking Study
Norman Peitek , Annabelle Bergum , Maurice Rekrut, Jonas Mucke, Matthias Nadig, Chris Parnin , Janet Siegmund , and Sven Apel 
(Saarland University, Germany; German Research Center for Artificial Intelligence, Germany; Chemnitz University of Technology, Germany; North Carolina State University, USA)

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What Motivates Software Practitioners to Contribute to Inner Source?
Zhiyuan Wan , Xin Xia , Yun Zhang , David Lo , Daibing Zhou, Qiuyuan Chen , and Ahmed E. Hassan 
(Zhejiang University, China; Huawei, China; Zhejiang University City College, China; Singapore Management University, Singapore; Queen’s University, Canada)

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Community

A Retrospective Study of One Decade of Artifact Evaluations
Stefan Winter , Christopher S. Timperley , Ben Hermann , Jürgen Cito , Jonathan Bell , Michael Hilton , and Dirk Beyer 
(LMU Munich, Germany; Carnegie Mellon University, USA; TU Dortmund, Germany; TU Wien, Austria; Northeastern University, USA)

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Quantifying Community Evolution in Developer Social Networks
Liang Wang , Ying Li , Jierui Zhang , and Xianping Tao 
(Nanjing University, China)

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Understanding Skills for OSS Communities on GitHub
Jenny T. Liang , Thomas Zimmermann , and Denae Ford 
(University of Washington, USA; Microsoft Research, USA)

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Software Evolution

Accurate Method and Variable Tracking in Commit History
Mehran Jodavi  and Nikolaos Tsantalis 
(Concordia University, Canada)

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Classifying Edits to Variability in Source Code
Paul Maximilian Bittner , Christof Tinnes , Alexander Schultheiß , Sören Viegener , Timo Kehrer , and Thomas Thüm 
(University of Ulm, Germany; Siemens, Germany; Humboldt University of Berlin, Germany; University of Bern, Switzerland)

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The Evolution of Type Annotations in Python: An Empirical Study
Luca Di Grazia  and Michael Pradel 
(University of Stuttgart, Germany)

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UTANGO: Untangling Commits with Context-Aware, Graph-Based, Code Change Clustering Learning Model
Yi Li , Shaohua Wang, and Tien N. Nguyen 
(New Jersey Institute of Technology, USA; University of Texas at Dallas, USA)

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Program Analysis I

Static Executes-Before Analysis for Event Driven Programs
Rekha Pai , Abhishek Uppar , Akshatha Shenoy, Pranshul Kushwaha, and Deepak D'Souza
(IISc Bangalore, India; TCS Research, India)

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Security Code Smells in Apps: Are We Getting Better?
Steven Arzt 
(Fraunhofer SIT, Germany; ATHENE, Germany)

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Large-Scale Analysis of Non-Termination Bugs in Real-World OSS Projects
Xiuhan Shi, Xiaofei Xie , Yi Li , Yao Zhang, Sen Chen , and Xiaohong Li 
(Tianjin University, China; Singapore Management University, Singapore; Nanyang Technological University, Singapore)

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On-the-Fly Syntax Highlighting using Neural Networks
Marco Edoardo Palma , Pasquale Salza , and Harald C. Gall 
(University of Zurich, Switzerland)

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Declarative Smart Contracts
Haoxian Chen , Gerald Whitters , Mohammad Javad Amiri , Yuepeng Wang , and Boon Thau Loo 
(University of Pennsylvania, USA; Simon Fraser University, Canada)

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Human/Computer Interaction

Asynchronous Technical Interviews: Reducing the Effect of Supervised Think-Aloud on Communication Ability
Mahnaz Behroozi , Chris Parnin , and Chris Brown 
(IBM, USA; North Carolina State University, USA; Virginia Tech, USA)

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How to Formulate Specific How-To Questions in Software Development?
Mingwei Liu , Xin Peng , Andrian Marcus , Christoph Treude , Jiazhan Xie, Huanjun Xu, and Yanjun Yang
(Fudan University, China; University of Texas at Dallas, USA; University of Melbourne, Australia)

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Pair Programming Conversations with Agents vs. Developers: Challenges and Opportunities for SE Community
Peter Robe , Sandeep K. Kuttal , Jake AuBuchon , and Jacob Hart 
(University of Tulsa, USA)

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Psychologically-Inspired, Unsupervised Inference of Perceptual Groups of GUI Widgets from GUI Images
Mulong Xie , Zhenchang Xing , Sidong Feng , Xiwei Xu , Liming Zhu , and Chunyang Chen 
(Australian National University, Australia; CSIRO’s Data61, Australia; Monash University, Australia; UNSW, Australia)

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Toward Interactive Bug Reporting for (Android App) End-Users
Yang Song , Junayed Mahmud , Ying Zhou , Oscar Chaparro , Kevin Moran , Andrian Marcus , and Denys Poshyvanyk 
(College of William and Mary, USA; George Mason University, USA; University of Texas at Dallas, USA)

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Machine Learning II

Understanding Performance Problems in Deep Learning Systems
Junming Cao , Bihuan Chen , Chao Sun, Longjie Hu, Shuaihong Wu, and Xin Peng 
(Fudan University, China)

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API Recommendation for Machine Learning Libraries: How Far Are We?
Moshi Wei , Yuchao Huang , Junjie Wang , Jiho Shin , Nima Shiri Harzevili , and Song Wang 
(York University, Canada; Institute of Software at Chinese Academy of Sciences, China)

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No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence
Chaozheng Wang , Yuanhang Yang , Cuiyun Gao , Yun Peng , Hongyu Zhang , and Michael R. Lyu 
(Harbin Institute of Technology, China; Chinese University of Hong Kong, China; University of Newcastle, Australia)

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Software Testing II

Cross-Device Record and Replay for Android Apps
Cong Li , Yanyan Jiang , and Chang Xu 
(Nanjing University, China)

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Online Testing of RESTful APIs: Promises and Challenges
Alberto Martin-Lopez , Sergio Segura , and Antonio Ruiz-Cortés 
(University of Seville, Spain)

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Avgust: Automating Usage-Based Test Generation from Videos of App Executions
Yixue Zhao , Saghar Talebipour , Kesina Baral , Hyojae Park , Leon Yee , Safwat Ali Khan , Yuriy Brun , Nenad Medvidović , and Kevin Moran 
(University of Massachusetts at Amherst, USA; University of Southern California, USA; George Mason University, USA; Sharon High School, USA; Valley Christian High School, USA)

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Detecting Non-crashing Functional Bugs in Android Apps via Deep-State Differential Analysis
Jue Wang , Yanyan Jiang , Ting Su , Shaohua Li , Chang Xu , Jian Lu, and Zhendong Su 
(Nanjing University, China; East China Normal University, China; ETH Zurich, Switzerland)

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RoboFuzz: Fuzzing Robotic Systems over Robot Operating System (ROS) for Finding Correctness Bugs
Seulbae Kim  and Taesoo Kim
(Georgia Institute of Technology, USA)

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Empirical II

AgileCtrl: A Self-Adaptive Framework for Configuration Tuning
Shu Wang , Henry Hoffmann , and Shan Lu 
(LinkedIn, USA; University of Chicago, USA)

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Using Nudges to Accelerate Code Reviews at Scale
Qianhua Shan, David Sukhdeo, Qianying Huang, Seth Rogers, Lawrence Chen, Elise Paradis, Peter C. Rigby , and Nachiappan Nagappan 
(Meta, USA; Concordia University, Canada)

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First Come First Served: The Impact of File Position on Code Review
Enrico Fregnan , Larissa Braz , Marco D'Ambros, Gül Çalıklı , and Alberto Bacchelli 
(University of Zurich, Switzerland; USI Lugano, Switzerland; University of Glasgow, UK)

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Code, Quality, and Process Metrics in Graduated and Retired ASFI Projects
Ștefan Stănciulescu , Likang Yin , and Vladimir Filkov 
(University of California at Davis, USA)

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CommentFinder: A Simpler, Faster, More Accurate Code Review Comments Recommendation
Yang Hong, Chakkrit Tantithamthavorn, Patanamon Thongtanunam, and Aldeida Aleti 
(Monash University, Australia; University of Melbourne, Australia)

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Machine Learning III

AutoPruner: Transformer-Based Call Graph Pruning
Thanh Le-Cong , Hong Jin Kang , Truong Giang Nguyen , Stefanus Agus Haryono , David Lo , Xuan-Bach D. Le , and Quyet Thang Huynh 
(Singapore Management University, Singapore; University of Melbourne, Australia; Hanoi University of Science and Technology, Vietnam)

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Lighting Up Supervised Learning in User Review-Based Code Localization: Dataset and Benchmark
Xinwen Hu , Yu Guo , Jianjie Lu , Zheling Zhu , Chuanyi Li , Jidong Ge , Liguo Huang , and Bin Luo 
(Nanjing University, China; Southern Methodist University, USA)

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CORMS: A GitHub and Gerrit Based Hybrid Code Reviewer Recommendation Approach for Modern Code Review
Prahar Pandya and Saurabh Tiwari 
(DA-IICT Gandhinagar, India)

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Hierarchical Bayesian Multi-kernel Learning for Integrated Classification and Summarization of App Reviews
Moayad Alshangiti , Weishi Shi , Eduardo Lima , Xumin Liu , and Qi Yu 
(University of Jeddah, Saudi Arabia; Rochester Institute of Technology, USA)

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Semi-supervised Pre-processing for Learning-Based Traceability Framework on Real-World Software Projects
Liming Dong , He Zhang , Wei Liu, Zhiluo Weng, and Hongyu Kuang
(Nanjing University, China)

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Formal Methods

Input Invariants
Dominic Steinhöfel  and Andreas Zeller 
(CISPA Helmholtz Center for Information Security, Germany)

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Modus: A Datalog Dialect for Building Container Images
Chris Tomy , Tingmao Wang , Earl T. Barr , and Sergey Mechtaev 
(University College London, UK)

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Multi-Phase Invariant Synthesis
Daniel Riley  and Grigory Fedyukovich 
(Florida State University, USA)

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Parasol: Efficient Parallel Synthesis of Large Model Spaces
Clay Stevens  and Hamid Bagheri 
(University of Nebraska-Lincoln, USA)

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Neural Termination Analysis
Mirco Giacobbe , Daniel Kroening , and Julian Parsert 
(University of Birmingham, UK; University of Oxford, UK)

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Debugging/Localization

PaReco: Patched Clones and Missed Patches among the Divergent Variants of a Software Family
Poedjadevie Kadjel Ramkisoen , John Businge, Brent van Bladel, Alexandre Decan , Serge Demeyer , Coen De Roover , and Foutse Khomh 
(University of Antwerp, Belgium; Flanders Make, Belgium; University of Nevada at Las Vegas, USA; University of Mons, Belgium; F.R.S.-FNRS, Belgium; Vrije Universiteit Brussel, Belgium; Polytechnique Montréal, Canada)

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Fault Localization to Detect Co-change Fixing Locations
Yi Li , Shaohua Wang, and Tien N. Nguyen 
(New Jersey Institute of Technology, USA; University of Texas at Dallas, USA)

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The Best of Both Worlds: Integrating Semantic Features with Expert Features for Defect Prediction and Localization
Chao Ni , Wei Wang , Kaiwen Yang , Xin Xia , Kui Liu , and David Lo 
(Zhejiang University, China; Huawei, China; Singapore Management University, Singapore)

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Mining Software Repositories

An Exploratory Study on the Predominant Programming Paradigms in Python Code
Robert Dyer  and Jigyasa Chauhan
(University of Nebraska-Lincoln, USA)

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Making Python Code Idiomatic by Automatic Refactoring Non-idiomatic Python Code with Pythonic Idioms
Zejun Zhang, Zhenchang Xing , Xin Xia , Xiwei Xu , and Liming Zhu 
(Australian National University, Australia; CSIRO’s Data61, Australia; Huawei, China)

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An Empirical Study of Blockchain System Vulnerabilities: Modules, Types, and Patterns
Xiao Yi , Daoyuan Wu , Lingxiao Jiang , Yuzhou Fang , Kehuan Zhang , and Wei Zhang 
(Chinese University of Hong Kong, China; Singapore Management University, Singapore; Nanjing University of Posts and Telecommunications, China)

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How to Better Utilize Code Graphs in Semantic Code Search?
Yucen Shi , Ying Yin , Zhengkui Wang , David Lo , Tao Zhang , Xin Xia , Yuhai Zhao , and Bowen Xu 
(Northeastern University, China; Singapore Institute of Technology, Singapore; Singapore Management University, Singapore; Macau University of Science and Technology, China; Huawei, China)

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23 Shades of Self-Admitted Technical Debt: An Empirical Study on Machine Learning Software
David OBrien , Sumon Biswas , Sayem Imtiaz , Rabe Abdalkareem , Emad Shihab , and Hridesh Rajan 
(Iowa State University, USA; Carleton University, Canada; Concordia University, Canada)

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Program Analysis II

NeuDep: Neural Binary Memory Dependence Analysis
Kexin Pei , Dongdong She , Michael Wang , Scott Geng, Zhou Xuan, Yaniv David, Junfeng Yang, Suman Jana , and Baishakhi Ray 
(Columbia University, USA; Massachusetts Institute of Technology, USA; Purdue University, USA)

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DynaPyt: A Dynamic Analysis Framework for Python
Aryaz Eghbali  and Michael Pradel 
(University of Stuttgart, Germany)

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Cross-Language Android Permission Specification
Chaoran Li , Xiao Chen , Ruoxi Sun , Minhui Xue , Sheng Wen , Muhammad Ejaz Ahmed , Seyit Camtepe , and Yang Xiang 
(Swinburne University of Technology, Australia; Monash University, Australia; University of Adelaide, Australia; CSIRO’s Data61, Australia)

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Peahen: Fast and Precise Static Deadlock Detection via Context Reduction
Yuandao Cai , Chengfeng Ye, Qingkai Shi , and Charles Zhang 
(Hong Kong University of Science and Technology, China; Ant Group, China)

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Collaboration

A Case Study of Implicit Mentoring, Its Prevalence, and Impact in Apache
Zixuan Feng , Amreeta Chatterjee , Anita Sarma , and Iftekhar Ahmed 
(Oregon State University, USA; University of California at Irvine, USA)

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Software Security during Modern Code Review: The Developer’s Perspective
Larissa Braz  and Alberto Bacchelli 
(University of Zurich, Switzerland)

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Program Merge Conflict Resolution via Neural Transformers
Alexey Svyatkovskiy , Sarah Fakhoury, Negar Ghorbani, Todd Mytkowicz, Elizabeth Dinella, Christian Bird, Jinu Jang, Neel Sundaresan , and Shuvendu K. Lahiri 
(Microsoft, USA; Washington State University, USA; University of California at Irvine, USA; Microsoft Research, USA; University of Pennsylvania, USA)

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Security

Automated Unearthing of Dangerous Issue Reports
Shengyi Pan, Jiayuan Zhou, Filipe Roseiro Cogo, Xin Xia , Lingfeng Bao, Xing Hu , Shanping Li, and Ahmed E. Hassan 
(Zhejiang University, China; Huawei, Canada; Huawei, China; Queen’s University, Canada)

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On the Vulnerability Proneness of Multilingual Code
Wen Li , Li Li , and Haipeng Cai 
(Washington State University, USA; Monash University, Australia)

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Tracking Patches for Open Source Software Vulnerabilities
Congying Xu, Bihuan Chen , Chenhao Lu, Kaifeng Huang, Xin Peng , and Yang Liu 
(Fudan University, China; Nanyang Technological University, Singapore)

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DeJITLeak: Eliminating JIT-Induced Timing Side-Channel Leaks
Qi Qin , JulianAndres JiYang , Fu Song , Taolue Chen , and Xinyu Xing 
(ShanghaiTech University, China; Birkbeck University of London, UK; Northwestern University, USA)

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Dependability

Quantitative Relational Modelling with QAlloy
Pedro Silva , José N. Oliveira , Nuno Macedo , and Alcino Cunha 
(University of Minho, Portugal; INESC TEC, Portugal; University of Porto, Portugal)

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Demystifying the Underground Ecosystem of Account Registration Bots
Yuhao Gao , Guoai Xu, Li Li , Xiapu Luo, Chenyu Wang, and Yulei Sui 
(University of Technology Sydney, Australia; Beijing University of Posts and Telecommunications, China; Harbin Institute of Technology, China; Monash University, Australia; Hong Kong Polytechnic University, China)

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Using Graph Neural Networks for Program Termination
Yoav Alon  and Cristina David 
(University of Bristol, UK)

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Program Repair/Synthesis

PyTER: Effective Program Repair for Python Type Errors
Wonseok Oh  and Hakjoo Oh 
(Korea University, South Korea)

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VulRepair: A T5-Based Automated Software Vulnerability Repair
Michael Fu, Chakkrit Tantithamthavorn, Trung Le, Van Nguyen, and Dinh Phung
(Monash University, Australia; University of Adelaide, Australia)

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DeepDev-PERF: A Deep Learning-Based Approach for Improving Software Performance
Spandan Garg, Roshanak Zilouchian Moghaddam, Colin B. Clement, Neel Sundaresan , and Chen Wu
(Microsoft, USA; Microsoft, China)

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Less Training, More Repairing Please: Revisiting Automated Program Repair via Zero-Shot Learning
Chunqiu Steven Xia  and Lingming Zhang 
(University of Illinois at Urbana-Champaign, USA)

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NL2Viz: Natural Language to Visualization via Constrained Syntax-Guided Synthesis
Zhengkai Wu, Vu Le , Ashish Tiwari, Sumit Gulwani , Arjun Radhakrishna , Ivan Radiček , Gustavo Soares , Xinyu Wang , Zhenwen Li, and Tao Xie 
(University of Illinois at Urbana-Champaign, USA; Microsoft, USA; University of Michigan, USA; Peking University, China)

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Online Presentations

AccessiText: Automated Detection of Text Accessibility Issues in Android Apps
Abdulaziz Alshayban and Sam Malek
(University of California at Irvine, USA)

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Actionable and Interpretable Fault Localization for Recurring Failures in Online Service Systems
Zeyan Li , Nengwen Zhao, Mingjie Li , Xianglin Lu, Lixin Wang, Dongdong Chang, Xiaohui Nie , Li Cao, Wenchi Zhang , Kaixin Sui , Yanhua Wang, Xu Du, Guoqiang Duan, and Dan Pei 
(Tsinghua University, China; China Construction Bank, China; BizSeer, China)

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AUGER: Automatically Generating Review Comments with Pre-training Models
Lingwei Li , Li Yang , Huaxi Jiang , Jun Yan , Tiejian Luo , Zihan Hua , Geng Liang , and Chun Zuo 
(Institute of Software at Chinese Academy of Sciences, China; University of Chinese Academy of Sciences, China; Wuhan University, China; Sinosoft, China)

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Automatically Deriving JavaScript Static Analyzers from Specifications using Meta-level Static Analysis
Jihyeok Park , Seungmin An , and Sukyoung Ryu 
(Oracle, Australia; KAIST, South Korea)

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Automating Code Review Activities by Large-Scale Pre-training
Zhiyu Li, Shuai Lu , Daya Guo, Nan Duan, Shailesh Jannu, Grant Jenks, Deep Majumder, Jared Green, Alexey Svyatkovskiy , Shengyu Fu, and Neel Sundaresan 
(Peking University, China; Microsoft Research, China; Sun Yat-sen University, China; LinkedIn, USA; Microsoft, USA)

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Corporate Dominance in Open Source Ecosystems: A Case Study of OpenStack
Yuxia Zhang , Klaas-Jan Stol , Hui Liu , and Minghui Zhou 
(Beijing Institute of Technology, China; Lero, Ireland; University College Cork, Ireland; Peking University, China)

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Detecting Simulink Compiler Bugs via Controllable Zombie Blocks Mutation
Shikai Guo , He Jiang , Zhihao Xu, Xiaochen Li, Zhilei Ren, Zhide Zhou, and Rong Chen
(Dalian Maritime University, China; Dalian University of Technology, China)

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Diet Code Is Healthy: Simplifying Programs for Pre-trained Models of Code
Zhaowei Zhang , Hongyu Zhang , Beijun Shen , and Xiaodong Gu 
(Shanghai Jiao Tong University, China; University of Newcastle, Australia)

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Do Bugs Lead to Unnaturalness of Source Code?
Yanjie Jiang, Hui Liu , Yuxia Zhang , Weixing Ji , Hao Zhong , and Lu Zhang
(Beijing Institute of Technology, China; Shanghai Jiao Tong University, China; Peking University, China)

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Generating Realistic Vulnerabilities via Neural Code Editing: An Empirical Study
Yu Nong , Yuzhe Ou , Michael Pradel , Feng Chen , and Haipeng Cai 
(Washington State University, USA; University of Texas at Dallas, USA; University of Stuttgart, Germany)

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Generic Sensitivity: Customizing Context-Sensitive Pointer Analysis for Generics
Haofeng Li, Jie Lu, Haining Meng, Liqing Cao, Yongheng Huang, Lian Li, and Lin Gao
(Institute of Computing Technology at Chinese Academy of Sciences, China; University of Chinese Academy of Sciences, China; TianqiSoft, China)

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MAAT: A Novel Ensemble Approach to Addressing Fairness and Performance Bugs for Machine Learning Software
Zhenpeng Chen , Jie M. Zhang , Federica Sarro , and Mark Harman 
(University College London, UK; King’s College London, UK)

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Minerva: Browser API Fuzzing with Dynamic Mod-Ref Analysis
Chijin Zhou , Quan Zhang , Mingzhe Wang , Lihua Guo , Jie Liang , Zhe Liu, Mathias Payer , and Yu Jiang 
(Tsinghua University, China; Nanjing University of Aeronautics and Astronautics, China; EPFL, Switzerland)

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NMTSloth: Understanding and Testing Efficiency Degradation of Neural Machine Translation Systems
Simin Chen , Cong Liu , Mirazul Haque, Zihe Song, and Wei Yang 
(University of Texas at Dallas, USA)

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Putting Them under Microscope: A Fine-Grained Approach for Detecting Redundant Test Cases in Natural Language
Zhiyuan Chang, Mingyang Li, Junjie Wang , Qing Wang, and Shoubin Li
(Institute of Software at Chinese Academy of Sciences, China; University of Chinese Academy of Sciences, China)

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RULER: Discriminative and Iterative Adversarial Training for Deep Neural Network Fairness
Guanhong Tao , Weisong Sun, Tingxu Han, Chunrong Fang , and Xiangyu Zhang 
(Purdue University, USA; Nanjing University, China)

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SamplingCA: Effective and Efficient Sampling-Based Pairwise Testing for Highly Configurable Software Systems
Chuan Luo , Qiyuan Zhao , Shaowei Cai , Hongyu Zhang , and Chunming Hu 
(Beihang University, China; Shanghai Jiao Tong University, China; Institute of Software at Chinese Academy of Sciences, China; University of Newcastle, Australia)

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SPINE: A Scalable Log Parser with Feedback Guidance
Xuheng Wang, Xu Zhang , Liqun Li , Shilin He , Hongyu Zhang , Yudong Liu , Lingling Zheng, Yu Kang , Qingwei Lin , Yingnong Dang , Saravanakumar Rajmohan , and Dongmei Zhang 
(Tsinghua University, China; Microsoft Research, China; University of Newcastle, Australia; Microsoft Azure, USA; Microsoft 365, USA)

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SymMC: Approximate Model Enumeration and Counting using Symmetry Information for Alloy Specifications
Wenxi Wang, Yang Hu, Kenneth L. McMillan, and Sarfraz Khurshid
(University of Texas at Austin, USA)

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TraceCRL: Contrastive Representation Learning for Microservice Trace Analysis
Chenxi Zhang, Xin Peng , Tong Zhou, Chaofeng Sha, Zhenghui Yan, Yiru Chen, and Hong Yang
(Fudan University, China)

Publisher's Version

You See What I Want You to See: Poisoning Vulnerabilities in Neural Code Search
Yao Wan, Shijie Zhang, Hongyu Zhang , Yulei Sui , Guandong Xu, Dezhong Yao, Hai Jin , and Lichao Sun
(Huazhong University of Science and Technology, China; University of Newcastle, Australia; University of Technology Sydney, Australia; Lehigh University, USA)

Publisher's Version

Industry

Machine Learning

Nalanda: A Socio-technical Graph Platform for Building Software Analytics Tools at Enterprise Scale
Chandra Maddila , Suhas Shanbhogue , Apoorva Agrawal , Thomas Zimmermann , Chetan Bansal , Nicole Forsgren , Divyanshu Agrawal , Kim Herzig , and Arie van Deursen 
(Microsoft Research, USA; Microsoft Research, India; Microsoft, USA; Delft University of Technology, Netherlands)

Publisher's Version Info

Uncertainty-Aware Transfer Learning to Evolve Digital Twins for Industrial Elevators
Qinghua Xu , Shaukat Ali , Tao Yue , and Maite Arratibel 
(Simula Research Laboratory, Norway; University of Oslo, Norway; Orona, Spain)

Publisher's Version

All You Need Is Logs: Improving Code Completion by Learning from Anonymous IDE Usage Logs
Vitaliy Bibaev, Alexey Kalina, Vadim Lomshakov, Yaroslav Golubev , Alexander Bezzubov, Nikita Povarov , and Timofey Bryksin 
(JetBrains, Serbia; JetBrains, Germany; JetBrains, Russia; JetBrains Research, Serbia; JetBrains, Netherlands; JetBrains Research, Cyprus)

Publisher's Version

Testing of Machine Learning Models with Limited Samples: An Industrial Vacuum Pumping Application
Ayan Chatterjee , Bestoun S. Ahmed , Erik Hallin, and Anton Engman
(Karlstad University, Sweden; Uddeholms, Sweden)

Publisher's Version

Improving ML-Based Information Retrieval Software with User-Driven Functional Testing and Defect Class Analysis
Junjie Zhu , Teng Long , Wei Wang , and Atif Memon 
(Apple, USA)

Publisher's Version

Empirical

What Improves Developer Productivity at Google? Code Quality
Lan Cheng, Emerson Murphy-Hill , Mark Canning, Ciera Jaspan, Collin Green, Andrea Knight, Nan Zhang, and Elizabeth Kammer
(Google, USA)

Publisher's Version Archive submitted (330 kB)

Understanding Why We Cannot Model How Long a Code Review Will Take: An Industrial Case Study
Lawrence Chen, Peter C. Rigby , and Nachiappan Nagappan 
(Meta, USA; Concordia University, Canada)

Publisher's Version

Leveraging Test Plan Quality to Improve Code Review Efficacy
Lawrence Chen, Rui Abreu , Tobi Akomolede, Peter C. Rigby , Satish Chandra , and Nachiappan Nagappan 
(Meta Platforms, USA; Concordia University, Canada)

Publisher's Version

Are Elevator Software Robust against Uncertainties? Results and Experiences from an Industrial Case Study
Liping Han , Tao Yue , Shaukat Ali , Aitor Arrieta , and Maite Arratibel 
(Nanjing University of Aeronautics and Astronautics, China; Simula Research Laboratory, Norway; Mondragon University, Spain; Orona, Spain)

Publisher's Version

Community

Achievement Unlocked: A Case Study on Gamifying DevOps Practices in Industry
Patrick Ayoup , Diego Elias Costa , and Emad Shihab 
(Concordia University, Canada; Université du Québec à Montréal, Canada)

Publisher's Version

Software Evolution

Sometimes You Have to Treat the Symptoms: Tackling Model Drift in an Industrial Clone-and-Own Software Product Line
Christof Tinnes , Wolfgang Rössler , Uwe Hohenstein , Torsten Kühn , Andreas Biesdorf , and Sven Apel 
(Siemens, Germany; Siemens Mobility, Germany; Saarland University, Germany)

Publisher's Version

Program Analysis

Input Splitting for Cloud-Based Static Application Security Testing Platforms
Maria Christakis , Thomas Cottenier, Antonio Filieri , Linghui Luo , Muhammad Numair Mansur , Lee Pike, Nicolás Rosner , Martin Schäf , Aritra Sengupta , and Willem Visser 
(MPI-SWS, Germany; Amazon Web Services, USA; Amazon Web Services, Germany)

Publisher's Version

Debugging/Localization

Metadata-Based Retrieval for Resolution Recommendation in AIOps
Harshit Kumar , Ruchi Mahindru, and Debanjana Kar
(IBM Research, India; IBM Research, USA)

Publisher's Version

Collaboration

Workgraph: Personal Focus vs. Interruption for Engineers at Meta
Yifen Chen, Peter C. Rigby , Yulin Chen, Kun Jiang, Nader Dehghani, Qianying Huang, Peter Cottle, Clayton Andrews, Noah Lee, and Nachiappan Nagappan 
(Meta, USA; Concordia University, Canada)

Publisher's Version

Understanding Automated Code Review Process and Developer Experience in Industry
Hyungjin Kim , Yonghwi Kwon , Sangwoo Joh , Hyukin Kwon , Yeonhee Ryou , and Taeksu Kim
(Samsung Research, South Korea)

Publisher's Version

Dependability

Unite: An Adapter for Transforming Analysis Tools to Web Services via OSLC
Ondřej Vašíček , Jan Fiedor, Tomáš Kratochvíla, Bohuslav Křena, Aleš Smrčka, and Tomáš Vojnar 
(Brno University of Technology, Czechia; Honeywell International, Czechia)

Publisher's Version

Discovering Feature Flag Interdependencies in Microsoft Office
Michael Schröder , Katja Kevic, Dan Gopstein, Brendan Murphy, and Jennifer Beckmann
(TU Wien, Austria; Microsoft, UK; Microsoft, USA)

Publisher's Version

What Did You Pack in My App? A Systematic Analysis of Commercial Android Packers
Zikan Dong , Hongxuan Liu, Liu Wang, Xiapu Luo , Yao Guo , Guoai Xu, Xusheng Xiao , and Haoyu Wang 
(Beijing University of Posts and Telecommunications, China; Peking University, China; Hong Kong Polytechnic University, China; Case Western Reserve University, USA; Huazhong University of Science and Technology, China)

Publisher's Version

Repair/Synthesis

An Empirical Study of Deep Transfer Learning-Based Program Repair for Kotlin Projects
Misoo Kim , Youngkyoung Kim , Hohyeon Jeong , Jinseok Heo , Sungoh Kim , Hyunhee Chung , and Eunseok Lee 
(Sungkyunkwan University, South Korea; Samsung Electronics, South Korea)

Publisher's Version

Online Presentations

An Empirical Investigation of Missing Data Handling in Cloud Node Failure Prediction
Minghua Ma , Yudong Liu , Yuang Tong , Haozhe Li , Pu Zhao , Yong Xu , Hongyu Zhang , Shilin He , Lu Wang , Yingnong Dang , Saravanakumar Rajmohan , and Qingwei Lin 
(Microsoft Research, China; University of Newcastle, Australia; Microsoft, USA)

Publisher's Version

An Empirical Study of Log Analysis at Microsoft
Shilin He , Xu Zhang , Pinjia He , Yong Xu, Liqun Li, Yu Kang , Minghua Ma , Yining Wei, Yingnong Dang , Saravanakumar Rajmohan , and Qingwei Lin 
(Microsoft Research, China; Chinese University of Hong Kong at Shenzhen, China; Microsoft Azure, China; Microsoft Azure, USA; Microsoft 365, USA)

Publisher's Version

AutoTSG: Learning and Synthesis for Incident Troubleshooting
Manish Shetty, Chetan Bansal , Sai Pramod Upadhyayula, Arjun Radhakrishna , and Anurag Gupta
(Microsoft Research, India; Microsoft, USA)

Publisher's Version

Demystifying “Removed Reviews” in iOS App Store
Liu Wang, Haoyu Wang , Xiapu Luo , Tao Zhang , Shangguang Wang , and Xuanzhe Liu 
(Beijing University of Posts and Telecommunications, China; Huazhong University of Science and Technology, China; Hong Kong Polytechnic University, China; Macau University of Science and Technology, China; Peking University, China)

Publisher's Version

Exploring and Evaluating Personalized Models for Code Generation
Andrei Zlotchevski , Dawn Drain , Alexey Svyatkovskiy , Colin B. Clement , Neel Sundaresan , and Michele Tufano 
(McGill University, Canada; Anthropic, USA; Microsoft, USA)

Publisher's Version

FlakeRepro: Automated and Efficient Reproduction of Concurrency-Related Flaky Tests
Tanakorn Leesatapornwongsa , Xiang Ren , and Suman Nath 
(Microsoft Research, USA; University of Toronto, Canada)

Publisher's Version

Group-Based Corpus Scheduling for Parallel Fuzzing
Taotao Gu , Xiang Li , Shuaibing Lu , Jianwen Tian , Yuanping Nie , Xiaohui Kuang , Zhechao Lin , Chenyifan Liu , Jie Liang , and Yu Jiang 
(Academy of Military Sciences, China; National University of Defense Technology, China; Tsinghua University, China)

Publisher's Version

Incorporating Domain Knowledge through Task Augmentation for Front-End JavaScript Code Generation
Sijie Shen, Xiang Zhu, Yihong Dong, Qizhi Guo, Yankun Zhen, and Ge Li 
(Peking University, China; Alibaba Group, China)

Publisher's Version

Industry Experiences with Large-Scale Refactoring
James Ivers , Robert L. Nord, Ipek Ozkaya , Chris Seifried, Christopher S. Timperley , and Marouane Kessentini
(Carnegie Mellon University, USA; Oakland University, USA)

Publisher's Version

Industry Practice of Configuration Auto-tuning for Cloud Applications and Services
Runzhe Wang , Qinglong Wang , Yuxi Hu , Heyuan Shi , Yuheng Shen , Yu Zhan , Ying Fu , Zheng Liu , Xiaohai Shi , and Yu Jiang 
(Alibaba Group, China; Central South University, China; Tsinghua University, China; Ant Group, China; Zhejiang University, China)

Publisher's Version

Investigating and Improving Log Parsing in Practice
Ying Fu, Meng Yan , Jian Xu, Jianguo Li, Zhongxin Liu, Xiaohong Zhang, and Dan Yang
(Chongqing University, China; Ant Group, China; Zhejiang University, China)

Publisher's Version

Towards Developer-Centered Automatic Program Repair: Findings from Bloomberg
Emily Rowan Winter , Vesna Nowack , David Bowes , Steve Counsell , Tracy Hall , Sæmundur Haraldsson , John Woodward , Serkan Kirbas , Etienne Windels, Olayori McBello, Abdurahman Atakishiyev, Kevin Kells, and Matthew Pagano
(Lancaster University, UK; Brunel University London, UK; University of Stirling, UK; Queen Mary University of London, UK; Bloomberg, UK)

Publisher's Version

Trace Analysis Based Microservice Architecture Measurement
Xin Peng , Chenxi Zhang, Zhongyuan Zhao, Akasaka Isami, Xiaofeng Guo, and Yunna Cui
(Fudan University, China; Alibaba Group, China)

Publisher's Version

Ideas, Visions, and Reflections

Community

In War and Peace: The Impact of World Politics on Software Ecosystems
Raula Gaikovina Kula  and Christoph Treude 
(NAIST, Japan; University of Melbourne, Australia)

Publisher's Version

Machine Learning

Discrepancies among Pre-trained Deep Neural Networks: A New Threat to Model Zoo Reliability
Diego Montes , Pongpatapee Peerapatanapokin , Jeff Schultz , Chengjun Guo , Wenxin Jiang , and James C. Davis 
(Purdue University, USA)

Publisher's Version

Exploring the Under-Explored Terrain of Non-open Source Data for Software Engineering through the Lens of Federated Learning
Shriram Shanbhag  and Sridhar Chimalakonda 
(IIT Tirupati, India)

Publisher's Version

Debugging/Localization

Reflections on Software Failure Analysis
Paschal C. Amusuo , Aishwarya Sharma , Siddharth R. Rao , Abbey Vincent , and James C. Davis 
(Purdue University, USA)

Publisher's Version

Program Analysis

Language-Agnostic Dynamic Analysis of Multilingual Code: Promises, Pitfalls, and Prospects
Haoran Yang , Wen Li , and Haipeng Cai 
(Washington State University, USA)

Publisher's Version

Online Presentations

A Study on Identifying Code Author from Real Development
Siyi Gong  and Hao Zhong 
(Shanghai Jiao Tong University, China)

Publisher's Version

Paving the Way for Mature Secondary Research: The Seven Types of Literature Review
Paul Ralph  and Sebastian Baltes 
(Dalhousie University, Canada; University of Adelaide, Australia)

Publisher's Version

Demonstrations

Community

iTiger: An Automatic Issue Title Generation Tool
Ting Zhang , Ivana Clairine Irsan , Ferdian Thung , DongGyun Han , David Lo , and Lingxiao Jiang 
(Singapore Management University, Singapore; Royal Holloway University of London, UK)

Publisher's Version Video

CodeMatcher: A Tool for Large-Scale Code Search Based on Query Semantics Matching
Chao Liu , Xuanlin Bao , Xin Xia , Meng Yan , David Lo , and Ting Zhang 
(Chongqing University, China; Huawei, China; Singapore Management University, Singapore)

Publisher's Version Video Info

Software Evolution

Context-Aware Code Recommendation in Intellij IDEA
Shamsa Abid , Hamid Abdul Basit , and Shafay Shamail 
(Singapore Management University, Singapore; Prince Sultan University, Saudi Arabia; Lahore University of Management Sciences, Pakistan)

Publisher's Version Video

Python-by-Contract Dataset
Jiyang Zhang , Marko Ristin, Phillip Schanely, Hans Wernher van de Venn, and Milos Gligoric 
(University of Texas at Austin, USA; Zurich University of Applied Sciences, Switzerland)

Publisher's Version

Human/Computer Interaction

MultIPAs: Applying Program Transformations to Introductory Programming Assignments for Data Augmentation
Pedro Orvalho , Mikoláš Janota , and Vasco Manquinho 
(INESC-ID, Portugal; University of Lisbon, Portugal; Czech Technical University in Prague, Czechia)

Publisher's Version Published Artifact Video Info Artifacts Available

PolyFax: A Toolkit for Characterizing Multi-language Software
Wen Li , Li Li , and Haipeng Cai 
(Washington State University, USA; Monash University, Australia)

Publisher's Version

Software Testing

CLIFuzzer: Mining Grammars for Command-Line Invocations
Abhilash Gupta , Rahul Gopinath , and Andreas Zeller 
(CISPA Helmholtz Center for Information Security, Germany)

Publisher's Version

RecipeGen++: An Automated Trigger Action Programs Generator
Imam Nur Bani Yusuf , Diyanah Binte Abdul Jamal, Lingxiao Jiang , and David Lo 
(Singapore Management University, Singapore)

Publisher's Version Published Artifact Video Info Artifacts Available

Empirical

TAPHSIR: Towards AnaPHoric Ambiguity Detection and ReSolution In Requirements
Saad Ezzini, Sallam Abualhaija , Chetan Arora, and Mehrdad Sabetzadeh
(University of Luxembourg, Luxembourg; Deakin University, Australia; University of Ottawa, Canada)

Publisher's Version

COREQQA: A COmpliance REQuirements Understanding using Question Answering Tool
Sallam Abualhaija , Chetan Arora, and Lionel C. Briand 
(University of Luxembourg, Luxembourg; Deakin University, Australia; University of Ottawa, Canada)

Publisher's Version

Formal Methods

SolSEE: A Source-Level Symbolic Execution Engine for Solidity
Shang-Wei Lin , Palina Tolmach , Ye Liu , and Yi Li 
(Nanyang Technological University, Singapore; IHPC at A*STAR, Singapore)

Publisher's Version Video Info

MpBP: Verifying Robustness of Neural Networks with Multi-path Bound Propagation
Ye Zheng , Jiaxiang Liu , and Xiaomu Shi 
(Shenzhen University, China)

Publisher's Version Published Artifact Video Info Artifacts Available

Debugging

eGEN: An Energy-Saving Modeling Language and Code Generator for Location-Sensing of Mobile Apps
Kowndinya Boyalakuntla , Marimuthu Chinnakali , Sridhar Chimalakonda , and Chandrasekaran K 
(IIT Tirupati, India; National Institute of Technology Karnataka, India)

Publisher's Version Video

SFLKit: A Workbench for Statistical Fault Localization
Marius Smytzek  and Andreas Zeller 
(CISPA Helmholtz Center for Information Security, Germany; Saarland University, Germany)

Publisher's Version Published Artifact Video Info Artifacts Available

Mining Software Repositories

WikiDoMiner: Wikipedia Domain-Specific Miner
Saad Ezzini, Sallam Abualhaija , and Mehrdad Sabetzadeh
(University of Luxembourg, Luxembourg; University of Ottawa, Canada)

Publisher's Version

RegMiner: Mining Replicable Regression Dataset from Code Repositories
Xuezhi Song, Yun Lin, Yijian Wu, Yifan Zhang , Siang Hwee Ng, Xin Peng , Jin Song Dong , and Hong Mei 
(Fudan University, China; Shanghai Jiao Tong University, China; National University of Singapore, Singapore; Peking University, China)

Publisher's Version Video Info

Program Analysis

FIM: Fault Injection and Mutation for Simulink
Ezio Bartocci , Leonardo Mariani , Dejan Ničković , and Drishti Yadav 
(TU Wien, Austria; University of Milano-Bicocca, Italy; AIT, Austria)

Publisher's Version

JSIMutate: Understanding Performance Results through Mutations
Thomas Laurent , Paolo Arcaini , Catia Trubiani , and Anthony Ventresque 
(Lero, Ireland; University College Dublin, Ireland; National Institute of Informatics, Japan; Gran Sasso Science Institute, Italy)

Publisher's Version

Security

VulCurator: A Vulnerability-Fixing Commit Detector
Truong Giang Nguyen , Thanh Le-Cong , Hong Jin Kang , Xuan-Bach D. Le , and David Lo 
(Singapore Management University, Singapore; University of Melbourne, Australia)

Publisher's Version

KVS: A Tool for Knowledge-Driven Vulnerability Searching
Xingqi Cheng , Xiaobing Sun , Lili Bo , and Ying Wei 
(Yangzhou University, China; Heidelberg University, Germany; Nanjing University, China)

Publisher's Version Video Info

MANDO-GURU: Vulnerability Detection for Smart Contract Source Code by Heterogeneous Graph Embeddings
Hoang H. Nguyen , Nhat-Minh Nguyen, Hong-Phuc Doan, Zahra Ahmadi , Thanh-Nam Doan , and Lingxiao Jiang 
(Leibniz Universität Hannover, Germany; Singapore Management University, Singapore; Hanoi University of Science and Technology, Vietnam)

Publisher's Version Video Info

FastKLEE: Faster Symbolic Execution via Reducing Redundant Bound Checking of Type-Safe Pointers
Haoxin Tu , Lingxiao Jiang , Xuhua Ding , and He Jiang 
(Singapore Management University, Singapore; Dalian University of Technology, China)

Publisher's Version Video Info

Online Presentations

Clang __usercall: Towards Native Support for User Defined Calling Conventions
Jared Widberg , Sashank Narain , and Yimin Chen 
(University of Massachusetts at Lowell, USA)

Publisher's Version

GFI-Bot: Automated Good First Issue Recommendation on GitHub
Hao He , Haonan Su , Wenxin Xiao , Runzhi He , and Minghui Zhou 
(Peking University, China)

Publisher's Version

SemCluster: A Semi-supervised Clustering Tool for Crowdsourced Test Reports with Deep Image Understanding
Mingzhe Du, Shengcheng Yu , Chunrong Fang , Tongyu Li, Heyuan Zhang, and Zhenyu Chen 
(Nanjing University, China)

Publisher's Version

TSA: A Tool to Detect and Quantify Network Side-Channels
İsmet Burak Kadron  and Tevfik Bultan 
(University of California at Santa Barbara, USA)

Publisher's Version

Doctoral Symposium

Session 1

Blackbox Adversarial Attacks and Explanations for Automatic Speech Recognition
Xiaoliang Wu
(University of Edinburgh, UK)

Publisher's Version

Session 2

This Is Your Cue! Assisting Search Behaviour with Resource Style Properties
Deeksha M. Arya 
(McGill University, Canada)

Publisher's Version

Infrastructure as Code for Dynamic Deployments
Daniel Sokolowski 
(University of St. Gallen, Switzerland)

Publisher's Version

Automated Capacity Analysis of Limitation-Aware Microservices Architectures
Rafael Fresno-Aranda 
(University of Seville, Spain)

Publisher's Version

Session 3

Change-Aware Mutation Testing for Evolving Systems
Miloš Ojdanić 
(University of Luxembourg, Luxembourg)

Publisher's Version

Effective and Scalable Fault Injection using Bug Reports and Generative Language Models
Ahmed Khanfir 
(University of Luxembourg, Luxembourg)

Publisher's Version

Explaining and Debugging Pathological Program Behavior
Martin Eberlein 
(Humboldt University of Berlin, Germany)

Publisher's Version

Session 4

Sentiment in Software Engineering: Detection and Application
Nathan Cassee 
(Eindhoven University of Technology, Netherlands)

Publisher's Version

Student Research Competition

Online Presentations

A Practical Call Graph Construction Method for Python
Jiacheng Zhong 
(Nanjing University, China)

Publisher's Version

Automated Generation of Test Oracles for RESTful APIs
Juan C. Alonso 
(University of Seville, Spain)

Publisher's Version

CheapET-3: Cost-Efficient Use of Remote DNN Models
Michael Weiss 
(USI Lugano, Switzerland)

Publisher's Version

Improving IDE Code Inspections with Tree Automata
Yunjeong Lee 
(National University of Singapore, Singapore)

Publisher's Version

RESTInfer: Automated Inferring Parameter Constraints from Natural Language RESTful API Descriptions
Yi Liu 
(Nanyang Technological University, Singapore)

Publisher's Version

Tutorials

Program Analysis using WALA (Tutorial)
Joanna C. S. Santos  and Julian Dolby 
(University of Notre Dame, USA; IBM Research, USA)

Publisher's Version

Dynamic Data Race Prediction: Fundamentals, Theory, and Practice (Tutorial)
Umang Mathur  and Andreas Pavlogiannis 
(National University of Singapore, Singapore; Aarhus University, Denmark)

Publisher's Version

Machine Learning and Natural Language Processing for Automating Software Testing (Tutorial)
Mauro Pezzè 
(USI Lugano, Switzerland; Schaffhausen Institute of Technology, Switzerland)

Publisher's Version

Performing Large-Scale Mining Studies: From Start to Finish (Tutorial)
Robert Dyer  and Samuel W. Flint 
(University of Nebraska-Lincoln, USA)

Publisher's Version

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