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ICSE 2022
Sun 8 - Fri 27 May 2022
Mon 9 May 2022 22:00 - 22:05 at ICSE room 2-even hours - Mining Software Repositories 3 Chair(s): John-Paul Ore
Fri 13 May 2022 05:10 - 05:15 at ICSE room 3-odd hours - Mining Software Repositories 2 Chair(s): Jean-Guy Schneider
Fri 27 May 2022 09:00 - 09:05 at Room 301+302 - Papers 16: Mining Software Repositories 1 Chair(s): Grace Lewis
Fri 27 May 2022 13:30 - 15:00 at Ballroom Gallery - Posters 3

Past studies have proposed solutions that analyze Stack Overflow content to help users find desired information or aid various downstream software engineering tasks. A common step performed by those solutions is to extract suitable representations of posts; typically, in the form of meaningful vectors. These vectors are then used for different tasks, for example, tag recommendation, relatedness prediction, post classification, and API recommendation. Intuitively, the quality of the vector representations of posts determines the effectiveness of the solutions in performing the respective tasks. In this work, to aid existing studies that analyze Stack Overflow posts, we propose a specialized deep learning architecture Post2Vec which extracts distributed representations of Stack Overflow posts. Post2Vec is aware of different types of content present in Stack Overflow posts, i.e., title, description, and code snippets, and integrates them seamlessly to learn post representations. Tags provided by Stack Overflow users that serve as a common vocabulary that captures the semantics of posts are used to guide Post2Vec in its task. To evaluate the quality of Post2Vec’s deep learning architecture, we first investigate its end-to-end effectiveness in tag recommendation task. The results are compared to those of state-of-the-art tag recommendation approaches that also employ deep neural networks. We observe that Post2Vec achieves 15-25% improvement in terms of F1-score@5 at a lower computational cost. Moreover, to evaluate the value of representations learned by Post2Vec, we use them for three other tasks, i.e., relatedness prediction, post classification, and API recommendation. We demonstrate that the representations can be used to boost the effectiveness of state-of-the-art solutions for the three tasks by substantial margins (by 10%, 7%, and 10% in terms of F1-score, F1-score, and correctness, respectively). We release our replication package at https://github.com/maxxbw54/Post2Vec.

Mon 9 May

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

22:00 - 23:00
Mining Software Repositories 3Journal-First Papers / NIER - New Ideas and Emerging Results / Technical Track at ICSE room 2-even hours
Chair(s): John-Paul Ore North Carolina State University
22:00
5m
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., Yang Chengran Singapore Management University, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University
Link to publication DOI Pre-print
22:05
5m
Talk
On Using Stack Overflow Comment-Edit Pairs to Recommend Code Maintenance Changes
Journal-First Papers
Henry Tang University of Alberta, Sarah Nadi University of Alberta
Link to publication DOI Pre-print Media Attached
22:10
5m
Talk
Understanding Shared Links and Their Intentions to Meet Information Needs in Modern Code Review: A Case Study of the OpenStack and Qt Projects
Journal-First Papers
Dong Wang Kyushu University, Japan, Tao Xiao Nara Institute of Science and Technology, Patanamon Thongtanunam University of Melbourne, Raula Gaikovina Kula Nara Institute of Science and Technology, Kenichi Matsumoto Nara Institute of Science and Technology
Link to publication Media Attached
22:15
5m
Talk
Towards Mining OSS Skills from GitHub Activity
NIER - New Ideas and Emerging Results
Jenny Liang University of Washington, Thomas Zimmermann Microsoft Research, Denae Ford Microsoft Research
DOI Pre-print Media Attached
22:20
5m
Talk
SZZ for Vulnerability: Automatic Identification of Version Ranges Affected by CVE Vulnerabilities
Technical Track
Lingfeng Bao Zhejiang University, Xin Xia Huawei Software Engineering Application Technology Lab, Ahmed E. Hassan Queen's University, Xiaohu Yang Zhejiang University
DOI Pre-print Media Attached
22:25
5m
Talk
Manas: Mining Software Repositories to Assist AutoML
Technical Track
Giang Nguyen Iowa State University, Md Johirul Islam Iowa State University, Rangeet Pan Iowa State University, USA, Hridesh Rajan Iowa State University
DOI Pre-print Media Attached

Fri 13 May

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

05:00 - 06:00
Mining Software Repositories 2SEIP - Software Engineering in Practice / Journal-First Papers at ICSE room 3-odd hours
Chair(s): Jean-Guy Schneider Deakin University
05:00
5m
Talk
An Empirical Study of Release Note Production and Usage in Practice
Journal-First Papers
Tingting Bi Monash Univerity, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University, John Grundy Monash University, Thomas Zimmermann Microsoft Research
05:05
5m
Talk
A Fine-grained Data Set and Analysis of Tangling in Bug Fixing Commits
Journal-First Papers
Steffen Herbold TU Clausthal, Alexander Trautsch University of Göttingen, Benjamin Ledel TU Clausthal, Alireza Aghamohammadi Sharif University of Technology, Taher Ahmed Ghaleb University of Ottawa, Kuljit Kaur Chahal Guru Nanak Dev University, Tim Bossenmaier Karlsruhe Institute of Technology (KIT), Bhaveet Nagaria Brunel University London, Philip Makedonski University of Goettingen, Matin Nili Ahmadabadi University of Tehran, Kristof Szabados Ericsson Hungary ltd., Helge Spieker Simula Research Laboratory, Norway, Matej Madeja Technical University of Košice, Nathaniel G. Hoy Brunel University London, Valentina Lenarduzzi University of Oulu, Shangwen Wang National University of Defense Technology, Gema Rodríguez-Pérez University of British Columbia (UBC), Ricardo Colomo-Palacios Østfold University College, Roberto Verdecchia Vrije Universiteit Amsterdam, Paramvir Singh The University of Auckland, Yihao Qin , Debasish Chakroborti University of Saskatchewan, Willard Davis IBM, Vijay Walunj University of Missouri-Kansas City, Hongjun Wu National University of Defense Technology, Diego Marcilio USI Università della Svizzera italiana, Omar Alam Trent University, Abdullah Aldaeej Imam Abdulrahman Bin Faisal University, Idan Amit The Hebrew University, Burak Turhan University of Oulu, Simon Eismann University of Würzburg, Anna-Katharina Wickert TU Darmstadt, Germany, Ivano Malavolta Vrije Universiteit Amsterdam, Matúš Sulír Technical University of Košice, Fatemeh Hendijani Fard University of British Columbia, Austin Henley University of Tennessee, Efstratios Kourtzanidis University Of Macedonia, Eray Tüzün Bilkent University, Christoph Treude University of Melbourne, Simin Maleki Shamasbi Indendent Researcher, Ivan Pashchenko University of Trento, Marvin Wyrich University of Stuttgart, James C. Davis Purdue University, USA, Alexander Serebrenik Eindhoven University of Technology, Ella Albrecht University of Goettingen, Ethem Utku Aktas Softtech Inc., Daniel Strüber Chalmers | University of Gothenburg / Radboud University, Johannes Erbel University of Goettingen
Pre-print Media Attached
05:10
5m
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., Yang Chengran Singapore Management University, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University
Link to publication DOI Pre-print
05:15
5m
Talk
An Exploratory Study on the Repeatedly Shared External Links on Stack Overflow
Journal-First Papers
Jiakun Liu Zhejiang University, Haoxiang Zhang Huawei, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University, Ying Zou Queen's University, Kingston, Ontario, Ahmed E. Hassan Queen's University, Shanping Li Zhejiang University
Link to publication DOI Media Attached
05:20
5m
Talk
Understanding Shared Links and Their Intentions to Meet Information Needs in Modern Code Review: A Case Study of the OpenStack and Qt Projects
Journal-First Papers
Dong Wang Kyushu University, Japan, Tao Xiao Nara Institute of Science and Technology, Patanamon Thongtanunam University of Melbourne, Raula Gaikovina Kula Nara Institute of Science and Technology, Kenichi Matsumoto Nara Institute of Science and Technology
Link to publication Media Attached
05:25
5m
Talk
Bug Tracking Process Smells In Practice
SEIP - Software Engineering in Practice
Erdem Tuna Bilkent University, Vladimir Kovalenko JetBrains Research, Eray Tüzün Bilkent University
DOI Pre-print Media Attached

Fri 27 May

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

09:00 - 10:30
Papers 16: Mining Software Repositories 1NIER - New Ideas and Emerging Results / Technical Track / Journal-First Papers / SEIP - Software Engineering in Practice at Room 301+302
Chair(s): Grace Lewis Carnegie Mellon Software Engineering Institute
09:00
5m
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., Yang Chengran Singapore Management University, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University
Link to publication DOI Pre-print
09:05
5m
Talk
Assisting Example-based API Misuse Detection via Complementary Artificial Examples
Journal-First Papers
Maxime Lamothe Polytechnique Montréal, Heng Li Polytechnique Montréal, Weiyi Shang Concordia University
Link to publication DOI Pre-print Media Attached
09:10
5m
Talk
What happens in my code reviews? An investigation on automatically classifying review changes
Journal-First Papers
Enrico Fregnan University of Zurich, Switzerland, Fernando Petrulio University of Zurich, Linda Di Geronimo University of Zurich, Switzerland, Alberto Bacchelli University of Zurich
Link to publication Pre-print Media Attached
09:15
5m
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
09:20
5m
Talk
A Fine-grained Data Set and Analysis of Tangling in Bug Fixing Commits
Journal-First Papers
Steffen Herbold TU Clausthal, Alexander Trautsch University of Göttingen, Benjamin Ledel TU Clausthal, Alireza Aghamohammadi Sharif University of Technology, Taher Ahmed Ghaleb University of Ottawa, Kuljit Kaur Chahal Guru Nanak Dev University, Tim Bossenmaier Karlsruhe Institute of Technology (KIT), Bhaveet Nagaria Brunel University London, Philip Makedonski University of Goettingen, Matin Nili Ahmadabadi University of Tehran, Kristof Szabados Ericsson Hungary ltd., Helge Spieker Simula Research Laboratory, Norway, Matej Madeja Technical University of Košice, Nathaniel G. Hoy Brunel University London, Valentina Lenarduzzi University of Oulu, Shangwen Wang National University of Defense Technology, Gema Rodríguez-Pérez University of British Columbia (UBC), Ricardo Colomo-Palacios Østfold University College, Roberto Verdecchia Vrije Universiteit Amsterdam, Paramvir Singh The University of Auckland, Yihao Qin , Debasish Chakroborti University of Saskatchewan, Willard Davis IBM, Vijay Walunj University of Missouri-Kansas City, Hongjun Wu National University of Defense Technology, Diego Marcilio USI Università della Svizzera italiana, Omar Alam Trent University, Abdullah Aldaeej Imam Abdulrahman Bin Faisal University, Idan Amit The Hebrew University, Burak Turhan University of Oulu, Simon Eismann University of Würzburg, Anna-Katharina Wickert TU Darmstadt, Germany, Ivano Malavolta Vrije Universiteit Amsterdam, Matúš Sulír Technical University of Košice, Fatemeh Hendijani Fard University of British Columbia, Austin Henley University of Tennessee, Efstratios Kourtzanidis University Of Macedonia, Eray Tüzün Bilkent University, Christoph Treude University of Melbourne, Simin Maleki Shamasbi Indendent Researcher, Ivan Pashchenko University of Trento, Marvin Wyrich University of Stuttgart, James C. Davis Purdue University, USA, Alexander Serebrenik Eindhoven University of Technology, Ella Albrecht University of Goettingen, Ethem Utku Aktas Softtech Inc., Daniel Strüber Chalmers | University of Gothenburg / Radboud University, Johannes Erbel University of Goettingen
Pre-print Media Attached
09:25
5m
Talk
Towards Mining OSS Skills from GitHub Activity
NIER - New Ideas and Emerging Results
Jenny Liang University of Washington, Thomas Zimmermann Microsoft Research, Denae Ford Microsoft Research
DOI Pre-print Media Attached
09:30
5m
Talk
Bug Tracking Process Smells In Practice
SEIP - Software Engineering in Practice
Erdem Tuna Bilkent University, Vladimir Kovalenko JetBrains Research, Eray Tüzün Bilkent University
DOI Pre-print Media Attached
09:35
5m
Talk
Manas: Mining Software Repositories to Assist AutoML
Technical Track
Giang Nguyen Iowa State University, Md Johirul Islam Iowa State University, Rangeet Pan Iowa State University, USA, Hridesh Rajan Iowa State University
DOI 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 Federal University of Technology - Paraná / 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., Yang Chengran 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 Federal University of Technology - Paraná / 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 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
Mon 9 May 2022 22:00 - 23:00 at ICSE room 2-even hours - Mining Software Repositories 3 Chair(s): John-Paul Ore
Info for room ICSE room 2-even hours:

Click here to go to the room on Midspace

Fri 13 May 2022 05:00 - 06:00 at ICSE room 3-odd hours - Mining Software Repositories 2 Chair(s): Jean-Guy Schneider
Info for room ICSE room 3-odd hours:

Click here to go to the room on Midspace