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ICSE 2022
Sun 8 - Fri 27 May 2022
Tue 10 May 2022 21:10 - 21:15 at ICSE room 3-odd hours - Machine Learning with and for SE 6 Chair(s): Ali Ouni
Wed 11 May 2022 12:20 - 12:25 at ICSE room 1-even hours - Machine Learning with and for SE 11 Chair(s): Ipek Ozkaya
Fri 27 May 2022 11:15 - 11:20 at Room 301+302 - Papers 19: Machine Learning with and for SE 2 Chair(s): Dalal Alrajeh
Fri 27 May 2022 13:30 - 15:00 at Ballroom Gallery - Posters 3

Well-trained machine-learning models, which leverage large amounts of open-source software data, have now become an interesting approach to automating many software engineering tasks. Several SE tasks have all been subject to this approach, with performance gradually improving over the past several years with better models and training methods. More, and more diverse, clean, labeled data is better for training; but constructing good-quality datasets is time-consuming and challenging. Ways of augmenting the volume and diversity of clean, labeled data generally have wide applicability. For some languages (e.g., Ruby) labeled data is less abundant; in others (e.g., JavaScript) the available data maybe more focused on some application domains, and thus less diverse. As a way around such data bottlenecks, we present evidence suggesting that human-written code in different languages (which performs the same function), is rather similar, and particularly preserving of identifier naming patterns; we further present evidence suggesting that identifiers are a very important element of training data for software engineering tasks. We leverage this rather fortuitous phenomenon to find evidence that available multilingual training data (across different languages) can be used to amplify performance for each language. We do this for 3 different tasks: code summarization, code retrieval, and function naming. We note that this data-augmenting approach is broadly compatible with different tasks, languages, and machine-learning models.

Tue 10 May

Displayed time zone: Eastern Time (US & Canada) change

21:00 - 22:00
Machine Learning with and for SE 6Technical Track at ICSE room 3-odd hours
Chair(s): Ali Ouni ETS Montreal, University of Quebec
21:00
5m
Talk
DeepFD: Automated Fault Diagnosis and Localization for Deep Learning Programs
Technical Track
Jialun Cao Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Meiziniu LI Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Xiao Chen Huazhong University of Science and Technology, Ming Wen Huazhong University of Science and Technology, Yongqiang Tian University of Waterloo, Bo Wu MIT-IBM Watson AI Lab in Cambridge, Shing-Chi Cheung Hong Kong University of Science and Technology
DOI Pre-print Media Attached
21:05
5m
Talk
Fast Changeset-based Bug Localization with BERT
Technical Track
Agnieszka Ciborowska Virginia Commonwealth University, Kostadin Damevski Virginia Commonwealth University
Pre-print Media Attached
21:10
5m
Talk
Multilingual training for Software Engineering
Technical Track
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis
DOI Pre-print Media Attached
21:15
5m
Talk
NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron Identification
Technical Track
haibin zheng Zhejiang University of Technology, Zhiqing Chen Zhejiang University of Technology, Tianyu Du Zhejiang University, Xuhong Zhang Zhejiang University, Yao Cheng Huawei International, Shouling Ji Zhejiang University, Jingyi Wang Zhejiang University, Yue Yu College of Computer, National University of Defense Technology, Changsha 410073, China, Jinyin Chen College of Information Engineering, Zhejiang University of Technology, Hangzhou 310023, China
DOI Pre-print Media Attached
21:20
5m
Talk
Type4Py: Practical Deep Similarity Learning-Based Type Inference for Python
Technical Track
Amir Mir Delft University of Technology, Evaldas Latoskinas Delft University of Technology, Sebastian Proksch Delft University of Technology, Netherlands, Georgios Gousios Endor Labs & Delft University of Technology
DOI Pre-print Media Attached
21:25
5m
Talk
Decomposing Convolutional Neural Networks into Reusable and Replaceable Modules
Technical Track
Rangeet Pan Iowa State University, USA, Hridesh Rajan Iowa State University
Pre-print Media Attached

Wed 11 May

Displayed time zone: Eastern Time (US & Canada) change

12:00 - 13:00
Machine Learning with and for SE 11Journal-First Papers / Technical Track at ICSE room 1-even hours
Chair(s): Ipek Ozkaya Carnegie Mellon Software Engineering Institute
12:00
5m
Talk
Lessons Learnt on Reproducibility in Machine Learning Based Android Malware Detection
Journal-First Papers
Nadia Daoudi SnT, University of Luxembourg, Kevin Allix University of Luxembourg, Tegawendé F. Bissyandé SnT, University of Luxembourg, Jacques Klein University of Luxembourg
Link to publication Pre-print Media Attached
12:05
5m
Talk
DeepAnalyze: Learning to Localize Crashes at Scale
Technical Track
Manish Shetty Microsoft Research, India, Chetan Bansal Microsoft Research, Suman Nath Microsoft Corporation, Sean Bowles Microsoft, Henry Wang Microsoft, Ozgur Arman Microsoft, Siamak Ahari Microsoft
Pre-print Media Attached
12:10
5m
Talk
EREBA: Black-box Energy Testing of Adaptive Neural Networks
Technical Track
Mirazul Haque UT Dallas, Yaswanth Yadlapalli University of Texas at Dallas, Wei Yang University of Texas at Dallas, Cong Liu University of Texas at Dallas, USA
Pre-print Media Attached
12:15
5m
Talk
Fast Changeset-based Bug Localization with BERT
Technical Track
Agnieszka Ciborowska Virginia Commonwealth University, Kostadin Damevski Virginia Commonwealth University
Pre-print Media Attached
12:20
5m
Talk
Multilingual training for Software Engineering
Technical Track
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis
DOI Pre-print Media Attached
12:25
5m
Talk
Using Pre-Trained Models to Boost Code Review Automation
Technical Track
Rosalia Tufano Università della Svizzera Italiana, Simone Masiero Software Institute @ Università della Svizzera Italiana, Antonio Mastropaolo Università della Svizzera italiana, Luca Pascarella Università della Svizzera italiana (USI), Denys Poshyvanyk William and Mary, Gabriele Bavota Software Institute, USI Università della Svizzera italiana
Pre-print Media Attached

Fri 27 May

Displayed time zone: Eastern Time (US & Canada) change

11:00 - 12:30
Papers 19: Machine Learning with and for SE 2Journal-First Papers / Technical Track at Room 301+302
Chair(s): Dalal Alrajeh Imperial College London
11:00
5m
Talk
Defect Reduction Planning (using TimeLIME)
Journal-First Papers
Kewen Peng North Carolina State University, Tim Menzies North Carolina State University
Authorizer link Pre-print Media Attached
11:05
5m
Talk
VarCLR: Variable Semantic Representation Pre-training via Contrastive Learning
Technical Track
Qibin Chen Carnegie Mellon University, Jeremy Lacomis Carnegie Mellon University, Edward J. Schwartz Carnegie Mellon University Software Engineering Institute, Graham Neubig Carnegie Mellon University, Bogdan Vasilescu Carnegie Mellon University, USA, Claire Le Goues Carnegie Mellon University
DOI Pre-print Media Attached
11:10
5m
Talk
EREBA: Black-box Energy Testing of Adaptive Neural Networks
Technical Track
Mirazul Haque UT Dallas, Yaswanth Yadlapalli University of Texas at Dallas, Wei Yang University of Texas at Dallas, Cong Liu University of Texas at Dallas, USA
Pre-print Media Attached
11:15
5m
Talk
Multilingual training for Software Engineering
Technical Track
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis
DOI Pre-print Media Attached
11:20
5m
Talk
Learning to Recognize Actionable Static Code Warnings (is Intrinsically Easy)
Journal-First Papers
Xueqi Yang NCSU, Jianfeng Chen North Carolina State University, Rahul Yedida North Carolina State University, Zhe Yu , Tim Menzies North Carolina State University
Link to publication DOI Pre-print Media Attached
11:25
5m
Talk
Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and ProcessDistinguished Paper Award
Technical Track
Nadia Nahar Carnegie Mellon University, Shurui Zhou University of Toronto, Grace Lewis Carnegie Mellon Software Engineering Institute, Christian Kästner Carnegie Mellon University
Pre-print Media Attached
11:30
5m
Talk
Lessons Learnt on Reproducibility in Machine Learning Based Android Malware Detection
Journal-First Papers
Nadia Daoudi SnT, University of Luxembourg, Kevin Allix University of Luxembourg, Tegawendé F. Bissyandé SnT, University of Luxembourg, Jacques Klein University of Luxembourg
Link to publication Pre-print Media Attached
13:30 - 15:00
13:30
90m
Talk
Investigating User Perceptions of Conversational Agents for Software-related Exploratory Web Search
NIER - New Ideas and Emerging Results
Matthew Frazier University of Delaware, Shaayal Kumar University of Delaware, Kostadin Damevski Virginia Commonwealth University, Lori Pollock University of Delaware
DOI Pre-print Media Attached
13:30
90m
Talk
Bots for Pull Requests: The Good, the Bad, and the Promising
Technical Track
Mairieli Wessel Delft University of Technology, Ahmad Abdellatif Concordia University, Igor Wiese Federal University of Technology - Paraná (UTFPR), Tayana Conte Universidade Federal do Amazonas, Emad Shihab Concordia University, Marco Gerosa Northern Arizona University, USA, Igor Steinmacher Northern Arizona University
Pre-print
13:30
90m
Talk
Post2Vec: Learning Distributed Representations of Stack Overflow Posts
Journal-First Papers
Bowen Xu Singapore Management University, Thong Hoang Singapore Management University, Singapore, Abhishek Sharma Veracode, Inc., Chengran Yang Singapore Management University, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University
Link to publication DOI Pre-print
13:30
90m
Talk
Detecting Interpersonal Conflict in Issues and Code Review: Cross Pollinating Open- and Closed-Source Approaches
SEIS - Software Engineering in Society
Huilian Sophie Qiu Carnegie Mellon University, USA, Bogdan Vasilescu Carnegie Mellon University, USA, Christian Kästner Carnegie Mellon University, Carolyn Egelman Google, Ciera Jaspan , Emerson Murphy-Hill Google
Pre-print Media Attached
13:30
90m
Poster
Poster: Comprehensive Comparisons of Embedding Approaches for Cryptographic API Completion
Posters
Ya Xiao Virginia Tech, Salman Ahmed Virginia Polytechnic Institute and State University, Xinyang Ge Microsoft Research, Bimal Viswanath Virginia Tech, Na Meng Virginia Tech, Daphne Yao Virginia Tech
13:30
90m
Talk
Semantic Image Fuzzing of AI Perception Systems
Technical Track
Trey Woodlief University of Virginia, Sebastian Elbaum University of Virginia, Kevin Sullivan University of Virginia
DOI Pre-print Media Attached
13:30
90m
To Disengage or Not to Disengage: A Look at Contributor Disengagement in Open Source Software
SRC - ACM Student Research Competition
Philip Gray New College of Florida
13:30
90m
Talk
Hashing It Out: A Survey of Programmers’ Cannabis Usage, Perception, and Motivation
Technical Track
Madeline Endres University of Michigan, Kevin Boehnke University of Michigan, Westley Weimer University of Michigan
DOI Pre-print Media Attached
13:30
90m
Talk
Bus Factor In Practice
SEIP - Software Engineering in Practice
Elgun Jabrayilzade Bilkent University, Mikhail Evtikhiev JetBrains Research, Eray Tüzün Bilkent University, Vladimir Kovalenko JetBrains Research
Pre-print Media Attached
13:30
90m
Talk
Garbage Collection Makes Rust Easier to Use: A Randomized Controlled Trial of the Bronze Garbage CollectorNominated for Distinguished Paper
Technical Track
Michael Coblenz University of Maryland at College Park, Michelle Mazurek University of Maryland, Michael Hicks University of Maryland at College Park
DOI Pre-print Media Attached
13:30
90m
Talk
Learning and Programming Challenges of Rust: A Mixed-Methods Study
Technical Track
Shuofei Zhu The Pennsylvania State University, Ziyi Zhang University of Wisconsin–Madison, Boqin Qin China Telecom Cloud Computing Corporation, Aiping Xiong The Pennsylvania State University, Linhai Song Pennsylvania State University, USA
DOI Pre-print Media Attached
13:30
90m
Talk
Better Modeling the Programming World with Code Concept Graphs-augmented Multi-modal Learning
NIER - New Ideas and Emerging Results
Martin Weyssow DIRO, Université de Montréal, Houari Sahraoui Université de Montréal, Bang Liu DIRO & Mila, Université de Montréal
Pre-print Media Attached
13:30
90m
Talk
Defect Reduction Planning (using TimeLIME)
Journal-First Papers
Kewen Peng North Carolina State University, Tim Menzies North Carolina State University
Authorizer link Pre-print Media Attached
13:30
90m
Demonstration
Gamekins: Gamifying Software Testing in Jenkins
DEMO - Demonstrations
Philipp Straubinger University of Passau, Gordon Fraser University of Passau
DOI Pre-print Media Attached
13:30
90m
Talk
How Do I Refactor This? An Empirical Study on Refactoring Trends and Topics in Stack Overflow
Journal-First Papers
Anthony Peruma Rochester Institute of Technology, Steven Simmons Rochester Institute of Technology, Eman Abdullah AlOmar Stevens Institute of Technology, Christian D. Newman Rochester Institute of Technology, Mohamed Wiem Mkaouer Rochester Institute of Technology, Ali Ouni ETS Montreal, University of Quebec
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
Lessons Learnt on Reproducibility in Machine Learning Based Android Malware Detection
Journal-First Papers
Nadia Daoudi SnT, University of Luxembourg, Kevin Allix University of Luxembourg, Tegawendé F. Bissyandé SnT, University of Luxembourg, Jacques Klein University of Luxembourg
Link to publication Pre-print Media Attached
13:30
90m
Mu2: Using Mutation Analysis to Guide Mutation-Based Fuzzing
SRC - ACM Student Research Competition
Isabella Laybourn Carnegie Mellon Silicon Valley
13:30
90m
Talk
Emotions and Perceived Productivity of Software Developers at the Workplace
Journal-First Papers
Daniela Girardi University of Bari, Filippo Lanubile University of Bari, Nicole Novielli University of Bari, Alexander Serebrenik Eindhoven University of Technology
Link to publication DOI Pre-print Media Attached
13:30
90m
Poster
CRustS: A Transpiler from Unsafe C to Safer Rust
Posters
Michael Ling Huawei Technologies Canada, Yijun Yu The Open University, UK, Haitao Wu Huawei Technologies Canada, Yuan Wang Huawei Sweden Research Center, James R. Cordy Queen's University, Ahmed E. Hassan Queen's University
13:30
90m
Talk
Multilingual training for Software Engineering
Technical Track
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis
DOI Pre-print Media Attached
13:30
90m
Talk
An Empirical Investigation on the Challenges Faced by Women in the Software Industry: A Case StudySEIS-track Award
SEIS - Software Engineering in Society
Bianca Trinkenreich Northern of Arizona Univeristy, Ricardo Britto Ericsson / Blekinge Institute of Technology, Marco Gerosa Northern Arizona University, USA, Igor Steinmacher Northern Arizona University
Pre-print Media Attached
13:30
90m
Talk
Using Deep Learning to Generate Complete Log Statements
Technical Track
Antonio Mastropaolo Università della Svizzera italiana, Luca Pascarella Università della Svizzera italiana (USI), Gabriele Bavota Software Institute, USI Università della Svizzera italiana
Pre-print Media Attached
13:30
90m
Talk
Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and ProcessDistinguished Paper Award
Technical Track
Nadia Nahar Carnegie Mellon University, Shurui Zhou University of Toronto, Grace Lewis Carnegie Mellon Software Engineering Institute, Christian Kästner Carnegie Mellon University
Pre-print Media Attached
13:30
90m
Talk
Discovering Repetitive Code Changes in Python ML Systems
Technical Track
Malinda Dilhara University of Colorado Boulder, USA, Ameya Ketkar Oregon State University, USA, Nikhith Sannidhi University of Colorado Boulder, Danny Dig University of Colorado Boulder, USA
DOI Pre-print Media Attached
13:30
90m
Talk
Towards Mining OSS Skills from GitHub Activity
NIER - New Ideas and Emerging Results
Jenny T. Liang University of Washington, Thomas Zimmermann Microsoft Research, Denae Ford Microsoft Research
DOI Pre-print Media Attached
13:30
90m
Talk
EREBA: Black-box Energy Testing of Adaptive Neural Networks
Technical Track
Mirazul Haque UT Dallas, Yaswanth Yadlapalli University of Texas at Dallas, Wei Yang University of Texas at Dallas, Cong Liu University of Texas at Dallas, USA
Pre-print Media Attached
13:30
90m
Talk
"Project smells" — Experiences in Analysing the Software Quality of ML Projects with mllint
SEIP - Software Engineering in Practice
Bart van Oort Delft University of Technology, Luís Cruz Deflt University of Technology, Babak Loni ING Bank N.V., Arie van Deursen Delft University of Technology, Netherlands
Pre-print Media Attached
13:30
90m
Poster
Improving Responsiveness of Android Activity Navigation via Genetic Improvement
Posters
James Callan UCL, Justyna Petke University College London

Information for Participants
Tue 10 May 2022 21:00 - 22:00 at ICSE room 3-odd hours - Machine Learning with and for SE 6 Chair(s): Ali Ouni
Info for room ICSE room 3-odd hours:

Click here to go to the room on Midspace

Wed 11 May 2022 12:00 - 13:00 at ICSE room 1-even hours - Machine Learning with and for SE 11 Chair(s): Ipek Ozkaya
Info for room ICSE room 1-even hours:

Click here to go to the room on Midspace