Lessons Learnt on Reproducibility in Machine Learning Based Android Malware Detection (ICSE 2022 - Journal-First Papers)

Who

Nadia Daoudi, Kevin Allix, Tegawendé F. Bissyandé, Jacques Klein

Track

ICSE 2022 Journal-First Papers

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When

Wed 11 May 2022 05:00 - 05:05 at ICSE room 1-odd hours - Machine Learning with and for SE 2 Chair(s): Gemma Catolino
Wed 11 May 2022 12:00 - 12:05 at ICSE room 1-even hours - Machine Learning with and for SE 11 Chair(s): Ipek Ozkaya
Fri 27 May 2022 11:30 - 11:35 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

Link to Publication

https://link.springer.com/article/10.1007/s10664-021-09955-7

Link to Preprint

https://orbilu.uni.lu/handle/10993/47296

Nadia Daoudi

SnT, University of Luxembourg

Kevin Allix

University of Luxembourg

Luxembourg

Tegawendé F. Bissyandé

SnT, University of Luxembourg

Jacques Klein

University of Luxembourg

Video

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Session Program

Wed 11 May
Displayed time zone: Eastern Time (US & Canada) change

05:00 - 06:00	Machine Learning with and for SE 2Technical Track / Journal-First Papers / SEIP - Software Engineering in Practice at ICSE room 1-odd hours Chair(s): Gemma Catolino Tilburg University & Jheronimus Academy of Data Science

05:00 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
05:05 5m Talk		Mining Root Cause Knowledge from Cloud Service Incident Investigations for AIOps SEIP - Software Engineering in Practice Amrita Saha Salesforce Research Asia, Steven C.H. Hoi Salesforce Research Asia Pre-print Media Attached
05:10 5m Talk		Improving Machine Translation Systems via Isotopic Replacement Technical Track Zeyu Sun Peking University, Jie M. Zhang King's College London, Yingfei Xiong Peking University, Mark Harman University College London, Mike Papadakis University of Luxembourg, Luxembourg, Lu Zhang Peking University Pre-print Media Attached
05:15 5m 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 File Attached
05:20 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

12:00 - 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	Posters 3NIER - New Ideas and Emerging Results / Technical Track / Journal-First Papers / SEIS - Software Engineering in Society / Posters / SRC - ACM Student Research Competition / SEIP - Software Engineering in Practice / DEMO - Demonstrations at Ballroom Gallery

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

Wed 11 May 2022 05:00 - 06:00 at ICSE room 1-odd hours - Machine Learning with and for SE 2 Chair(s): Gemma Catolino

Info for room ICSE room 1-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