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ICSE 2022
Sun 8 - Fri 27 May 2022
Wed 11 May 2022 12:25 - 12:30 at ICSE room 1-even hours - Machine Learning with and for SE 11 Chair(s): Ipek Ozkaya
Thu 12 May 2022 04:25 - 04:30 at ICSE room 4-even hours - Evolution and Maintenance 2 Chair(s): Sigrid Eldh
Wed 25 May 2022 11:05 - 11:10 at Room 304+305 - Papers 7: Evolution and Maintenance Chair(s): Thomas LaToza
Wed 25 May 2022 13:30 - 15:00 at Ballroom B - Posters 1

Code review is a practice widely adopted in open source and industrial projects. Given the non-negligible cost of such a process, researchers started investigating the possibility of automating specific code review tasks. We recently proposed Deep Learning (DL) models targeting the automation of two tasks: the first model takes as input a code submitted for review and implements in it changes likely to be recommended by a reviewer; the second takes as input the submitted code and a reviewer comment posted in natural language and automatically implements the change required by the reviewer. While the preliminary results we achieved are encouraging, both models had been tested in rather simple code review scenarios, substantially simplifying the targeted problem. This was also due to the choices we made when designing both the technique and the experiments. In this paper, we build on top of that work by demonstrating that a pre-trained Text-To-Text Transfer Transformer (T5) model can outperform previous DL models for automating code review tasks. Also, we conducted our experiments on a larger and more realistic (and challenging) dataset of code review activities.

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 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

Thu 12 May

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

04:00 - 05:00
Evolution and Maintenance 2Technical Track / Journal-First Papers at ICSE room 4-even hours
Chair(s): Sigrid Eldh Ericsson, Sweden
04:00
5m
Talk
Maintenance-Related Concerns for Post-deployed Ethereum Smart Contract Development: Issues, Techniques, and Future Challenges
Journal-First Papers
Jiachi Chen Sun Yat-Sen University, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University, John Grundy Monash University, Xiaohu Yang Zhejiang University
Link to publication DOI Pre-print Media Attached
04:05
5m
Talk
Context-aware Retrieval-based Deep Commit Message Generation
Journal-First Papers
Haoye Wang Zhejiang University, Xin Xia Huawei Software Engineering Application Technology Lab, David Lo Singapore Management University, Qiang He Swinburne University of Technology, Xinyu Wang Zhejiang University, John Grundy Monash University
Link to publication DOI Pre-print Media Attached
04:10
5m
Talk
Recommending Good First Issues in GitHub OSS Projects
Technical Track
Wenxin Xiao School of Computer Science, Peking University, Hao He Peking University, Weiwei Xu School of Computer Science and Technology, Soochow University, Xin Tan Beihang University, China, Jinhao Dong Peking University, Minghui Zhou Peking University, China
Pre-print Media Attached
04:15
5m
Talk
Guidelines for Assessing the Accuracy of Log Message Template Identification Techniques
Technical Track
Zanis Ali Khan University of Luxembourg, Donghwan Shin University of Luxembourg, Domenico Bianculli University of Luxembourg, Lionel Briand University of Luxembourg; University of Ottawa
Pre-print Media Attached
04:20
5m
Talk
Automated Patching for Unreproducible Builds
Technical Track
Zhilei Ren Dalian University of Technology, Shiwei Sun Dalian University of Technology, Jifeng Xuan Wuhan University, Xiaochen Li University of Luxembourg, Zhide Zhou Dalian University of Technology, He Jiang School of Software, Dalian University of Technology
Pre-print Media Attached
04:25
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

Wed 25 May

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

11:00 - 12:30
Papers 7: Evolution and MaintenanceJournal-First Papers / Technical Track / SEIP - Software Engineering in Practice at Room 304+305
Chair(s): Thomas LaToza George Mason University
11:00
5m
Talk
A Software Impact Analysis Tool based on Change History Learning and its Evaluation
SEIP - Software Engineering in Practice
Haruya Iwasaki Shibaura Institute of Technologies, Tsuyoshi Nakajima Shibaura Institute of Technology, Ryota Tsukamoto Mitsubishi Electric Corporation, Kazuko Takahashi Mitsubishi Electric Corporation, Shuichi Tokumoto Mitsubishi Electric Corporation
DOI Media Attached
11:05
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
11:10
5m
Talk
Self-Admitted Technical Debt Practices: A Comparison Between Industry and Open-Source
Journal-First Papers
Fiorella Zampetti University of Sannio, Italy, Gianmarco Fucci University of Sannio, Alexander Serebrenik Eindhoven University of Technology, Massimiliano Di Penta University of Sannio, Italy
Link to publication DOI Pre-print Media Attached
11:15
5m
Talk
Journal First Submission of the Article: What do class comments tell us? An investigation of comment evolution and practices in Pharo Smalltalk
Journal-First Papers
Pooja Rani University of bern, Sebastiano Panichella Zurich University of Applied Sciences, Manuel Leuenberger Software Composition Group, University of Bern, Switzerland, Mohammad Ghafari School of Computer Science, University of Auckland, Oscar Nierstrasz University of Bern, Switzerland
Link to publication DOI Authorizer link Media Attached
11:20
5m
Talk
An Ensemble Approach for Annotating Source Code Identifiers with Part-of-speech Tags
Journal-First Papers
Christian D. Newman Rochester Institute of Technology, Michael J. Decker Bowling Green State University, Reem S. Alsuhaibani Kent State University, Anthony Peruma Rochester Institute of Technology, Mohamed Wiem Mkaouer Rochester Institute of Technology, Satyajit Mohapatra Rochester Institute of Technology, Tejal Vishnoi Rochester Institute of Technology, Marcos Zampieri Rochester Institute of Technology, Timothy Sheldon BNY Mellon, Emily Hill Drew University
Link to publication DOI Pre-print Media Attached
11:25
5m
Talk
Retrieving Data Constraint Implementations Using Fine-Grained Code Patterns
Technical Track
Juan Manuel Florez The University of Texas at Dallas, Jonathan Perry The University of Texas at Dallas, Shiyi Wei University of Texas at Dallas, Andrian Marcus University of Texas at Dallas
Pre-print Media Attached
11:30
5m
Talk
Learning to Find Usages of Library Functions in Optimized Binaries
Journal-First Papers
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis, Anand Ashok Sawant University of California, Davis
Link to publication DOI Pre-print Media Attached
11:35
5m
Talk
Nalin: Learning from Runtime Behavior to Find Name-Value Inconsistencies
Technical Track
Jibesh Patra University of Stuttgart, Michael Pradel University of Stuttgart
Pre-print Media Attached
13:30 - 15:00
13:30
90m
Talk
In-IDE Code Generation from Natural Language: Promise and Challenges
Journal-First Papers
Frank Xu Carnegie Mellon University, Bogdan Vasilescu Carnegie Mellon University, USA, Graham Neubig Carnegie Mellon University
13:30
90m
Talk
Strategies for Reuse and Sharing among Data Scientists in Software Teams
SEIP - Software Engineering in Practice
Will Epperson Carnegie Mellon University, April Wang University of Michigan, Robert DeLine Microsoft Research, Steven M. Drucker Microsoft Research
Pre-print Media Attached
13:30
90m
Talk
Debugging with Stack Overflow: Web Search Behavior in Novice and Expert Programmers
SEET - Software Engineering Education and Training
Annie Li University of Michigan, Madeline Endres University of Michigan, Westley Weimer University of Michigan
DOI Pre-print Media Attached
13:30
90m
Talk
Static Stack-Preserving Intra-Procedural Slicing of WebAssembly BinariesBest Artifact Award
Technical Track
Quentin Stiévenart Vrije Universiteit Brussel, David Binkley Loyola University Maryland, Coen De Roover Vrije Universiteit Brussel
DOI Pre-print Media Attached
13:30
90m
Talk
Linear-time Temporal Logic guided Greybox Fuzzing
Technical Track
Ruijie Meng National University of Singapore, Singapore, Zhen Dong Fudan University, China, Jialin Li National University of Singapore, Singapore, Ivan Beschastnikh University of British Columbia, Abhik Roychoudhury National University of Singapore
DOI Pre-print Media Attached
13:30
90m
Talk
Individual differences limit predicting well-being and productivity using software repositories: a longitudinal industrial study
Journal-First Papers
Miikka Kuutila University of Oulu, Mika Mäntylä University of Oulu, Maëlick Claes University of Oulu, Marko Elovainio University of Helsinki, Bram Adams Queen's University, Kingston, Ontario
Link to publication Media Attached
13:30
90m
Talk
The Agile Success Model: A Mixed-methods Study of a Large-scale Agile Transformation
Journal-First Papers
Daniel Russo Department of Computer Science, Aalborg University
Link to publication DOI Pre-print
13:30
90m
Talk
PReach: A Heuristic for Probabilistic Reachability to Identify Hard to Reach Statements
Technical Track
Seemanta Saha University of California Santa Barbara, Mara Downing University of California, Santa Barbara, Tegan Brennan , Tevfik Bultan University of California, Santa Barbara
Pre-print Media Attached
13:30
90m
Talk
Active Learning of Discriminative Subgraph Patterns for API Misuse Detection
Journal-First Papers
Hong Jin Kang Singapore Management University, David Lo Singapore Management University
Pre-print Media Attached
13:30
90m
Talk
Toward Among-Device AI from On-Device AI with Stream Pipelines
SEIP - Software Engineering in Practice
MyungJoo Ham Samsung Electronics, Sangjung Woo Samsung Electronics, Jaeyun Jung Samsung Electronics, Wook Song Samsung Electronics, Gichan Jang Samsung Electronics, Yongjoo Ahn Samsung Electronics, Hyoungjoo Ahn Samsung Electronics
Pre-print Media Attached
13:30
90m
Talk
Integrating Hackathons into an Online Cybersecurity Course
SEET - Software Engineering Education and Training
Abasi-amefon Obot Affia University of Tartu, Estonia, Alexander Nolte University of Tartu, Raimundas Matulevičius University of Tartu, Estonia
DOI Pre-print Media Attached
13:30
90m
Talk
Verifying Dynamic Trait Objects in Rust
SEIP - Software Engineering in Practice
Alexa VanHattum Cornell University, Daniel Schwartz-Narbonne Amazon, n.n., Nathan Chong Amazon, Adrian Sampson Cornell University
Pre-print Media Attached
13:30
90m
Talk
Automatically Identifying Shared Root Causes of Test Breakages in SAP HANA
SEIP - Software Engineering in Practice
Gabin An KAIST, Juyeon Yoon Korea Advanced Institute of Science and Technology, Jeongju Sohn University of Luxembourg, Jingun Hong SAP Labs, Dongwon Hwang SAP Labs, Shin Yoo KAIST
Pre-print Media Attached
13:30
90m
Talk
Guiding Peer-feedback in Learning Software Design using UML
SEET - Software Engineering Education and Training
Satrio Adi Rukmono Institut Teknologi Bandung, Michel Chaudron Eindhoven University of Technology, The Netherlands
Pre-print Media Attached
13:30
90m
Talk
Fairness-aware Configuration of Machine Learning Libraries
Technical Track
Saeid Tizpaz-Niari University of Texas at El Paso, Ashish Kumar , Gang Tan Pennsylvania State University, Ashutosh Trivedi University of Colorado Boulder
DOI Pre-print Media Attached
13:30
90m
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
13:30
90m
Talk
Automatic Anti-Pattern Detection in Microservice Architectures based on Distributed Tracing
SEIP - Software Engineering in Practice
Tim Hubener ING Bank N.V., Yaping Luo ING; Eindhoven University of Technology, Pieter Vallen ING, Jonck van der Kogel ING Bank N.V., Tom Liefheid ING Bank N.V., Michel Chaudron Eindhoven University of Technology, The Netherlands
Media Attached
13:30
90m
Talk
Retrieving Data Constraint Implementations Using Fine-Grained Code Patterns
Technical Track
Juan Manuel Florez The University of Texas at Dallas, Jonathan Perry The University of Texas at Dallas, Shiyi Wei University of Texas at Dallas, Andrian Marcus University of Texas at Dallas
Pre-print Media Attached
13:30
90m
Talk
Verification of Consistency between Process Models, Object Life Cycles, and Context-dependent Semantic Specifications
Journal-First Papers
Ralph Hoch Institute of Computer Technology, TU Wien, Christoph Luckeneder Vienna University of Technology, Roman Popp TU Wien, Vienna, Austria, Hermann Kaindl Institute of Computer Technology, TU Wien
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
If a Human Can See It, So Should Your System: Reliability Requirements for Machine Vision Components
Technical Track
Boyue Caroline Hu University of Toronto, Lina Marsso University of Toronto, Krzysztof Czarnecki University of Waterloo, Canada, Rick Salay University of Toronto, Huakun Shen University of Toronto, Marsha Chechik University of Toronto
DOI Pre-print Media Attached
13:30
90m
Talk
Preparing Software Engineers to Develop Robot Systems
SEET - Software Engineering Education and Training
Carl Hildebrandt University of Virginia, Meriel von Stein University of Virginia, Trey Woodlief University of Virginia, Sebastian Elbaum University of Virginia
DOI Pre-print Media Attached
13:30
90m
Poster
EUGAIN. The European Network For Gender Balance in Informatics
Technical Track
Valentina Lenarduzzi University of Oulu, Barbora Buhnova Masaryk University, Letizia Jaccheri Norwegian University of Science and Technology
13:30
90m
Talk
Detecting False Alarms from Automatic Static Analysis Tools: How Far are We?Nominated for Distinguished Paper
Technical Track
Hong Jin Kang Singapore Management University, Khai Loong Aw Singapore Management University, David Lo Singapore Management University
DOI Pre-print Media Attached
13:30
90m
Talk
An Ensemble Approach for Annotating Source Code Identifiers with Part-of-speech Tags
Journal-First Papers
Christian D. Newman Rochester Institute of Technology, Michael J. Decker Bowling Green State University, Reem S. Alsuhaibani Kent State University, Anthony Peruma Rochester Institute of Technology, Mohamed Wiem Mkaouer Rochester Institute of Technology, Satyajit Mohapatra Rochester Institute of Technology, Tejal Vishnoi Rochester Institute of Technology, Marcos Zampieri Rochester Institute of Technology, Timothy Sheldon BNY Mellon, Emily Hill Drew University
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
Counterfactual Explanations for Models of Code
SEIP - Software Engineering in Practice
Jürgen Cito TU Wien and Meta, Isil Dillig University of Texas at Austin, Vijayaraghavan Murali Meta Platforms, Inc., Satish Chandra Facebook
Pre-print Media Attached
13:30
90m
Talk
Nalin: Learning from Runtime Behavior to Find Name-Value Inconsistencies
Technical Track
Jibesh Patra University of Stuttgart, Michael Pradel University of Stuttgart
Pre-print Media Attached
13:30
90m
Talk
Learning to Find Usages of Library Functions in Optimized Binaries
Journal-First Papers
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis, Anand Ashok Sawant University of California, Davis
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
DeepStability: A Study of Unstable Numerical Methods and Their Solutions in Deep Learning
Technical Track
Eliska Kloberdanz Iowa State University, Kyle Kloberdanz Cape Privacy, Wei Le Iowa State University
Pre-print Media Attached
13:30
90m
Talk
Fuzzing Class Specifications
Technical Track
Facundo Molina University of Rio Cuarto and CONICET, Argentina, Marcelo d'Amorim Federal University of Pernambuco, Nazareno Aguirre University of Rio Cuarto and CONICET, Argentina
Pre-print Media Attached
13:30
90m
Talk
Journal First Submission of the Article: What do class comments tell us? An investigation of comment evolution and practices in Pharo Smalltalk
Journal-First Papers
Pooja Rani University of bern, Sebastiano Panichella Zurich University of Applied Sciences, Manuel Leuenberger Software Composition Group, University of Bern, Switzerland, Mohammad Ghafari School of Computer Science, University of Auckland, Oscar Nierstrasz University of Bern, Switzerland
Link to publication DOI Authorizer link Media Attached
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Information for Participants
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:

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Thu 12 May 2022 04:00 - 05:00 at ICSE room 4-even hours - Evolution and Maintenance 2 Chair(s): Sigrid Eldh
Info for room ICSE room 4-even hours:

Click here to go to the room on Midspace