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ICSE 2022
Sun 8 - Fri 27 May 2022
Tue 10 May 2022 05:25 - 05:30 at ICSE room 3-odd hours - Software Testing 2 Chair(s): Aldeida Aleti
Thu 12 May 2022 12:25 - 12:30 at ICSE room 3-even hours - Software Testing 14 Chair(s): Brittany Johnson
Thu 26 May 2022 11:10 - 11:15 at Room 301+302 - Papers 15: Software Testing 2 Chair(s): Rohan Padhye
Thu 26 May 2022 13:30 - 15:00 at Ballroom Gallery - Posters 2

Pre-trained models of code have achieved success in many important software engineering tasks. However, these powerful models are vulnerable to adversarial attacks that slightly perturb model inputs to make a victim model produce wrong outputs. Current works mainly attack models of code with examples that preserve operational program semantics but ignore a fundamental requirement for adversarial example generation: perturbations should be natural to human judges, which we refer to as naturalness requirement.

In this paper, we propose ALERT (Naturalness Aware Attack), a black-box attack that adversarially transforms inputs to make victim models produce wrong outputs. Different from prior works, this paper considers the natural semantic of generated examples at the same time as preserving the operational semantic of original inputs. Our user study demonstrates that human developers consistently consider that adversarial examples generated by ALERT are more natural than those generated by the state-of-the-art work by Zhang et al. that ignores the naturalness requirement. On attacking CodeBERT, our approach can achieve attack success rates of 53.62%, 27.79%, and 35.78% across three downstream tasks: vulnerability prediction, clone detection and code authorship attribution. On GraphCodeBERT, our approach can achieve average success rates of 76.95%, 7.96% and 61.47% on the three tasks. The above outperforms the baseline by 14.07% and 18.56% on the two pre-trained models on average. Finally, we investigated the value of the generated adversarial examples to harden victim models through an adversarial fine-tuning procedure and demonstrated the accuracy of CodeBERT and GraphCodeBERT against ALERT-generated adversarial examples increased by 87.59% and 92.32%, respectively.

Tue 10 May

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

05:00 - 06:00
05:00
5m
Talk
Reinforcement Learning for Test Case Prioritization
Journal-First Papers
Mojtaba Bagherzadeh University of Ottawa, Nafiseh Kahani , Lionel C. Briand University of Ottawa, Canada / University of Luxembourg, Luxembourg
Link to publication DOI Pre-print Media Attached
05:05
5m
Talk
Build System Aware Multi-language Regression Test Selection in Continuous Integration
SEIP - Software Engineering in Practice
Daniel Elsner TU Munich, Roland Würsching Technical University of Munich, Markus Schnappinger , Alexander Pretschner TU Munich, Maria Graber IVU Traffic Technologies, René Dammer IVU Traffic Technologies, Silke Reimer IVU Traffic Technologies
DOI Pre-print Media Attached
05:10
5m
Talk
Testing Machine Learning Systems in Industry: An Empirical Study
SEIP - Software Engineering in Practice
Shuyue Li Xi'an Jiaotong University, Jiaqi Guo Xi'an Jiaotong University, Jian-Guang Lou Microsoft Research, Ming Fan Xi'an Jiaotong University, Ting Liu Xi'an Jiaotong University, Dongmei Zhang Microsoft Research
DOI Pre-print Media Attached
05:15
5m
Talk
GIFdroid: Automated Replay of Visual Bug Reports for Android Apps
Technical Track
Sidong Feng Monash University, Chunyang Chen Monash University
DOI Pre-print Media Attached
05:20
5m
Talk
BuildSheriff: Change-Aware Test Failure Triage for Continuous Integration Builds
Technical Track
Chen Zhang Fudan University, Bihuan Chen Fudan University, China, Xin Peng Fudan University, Wenyun Zhao Fudan University, China
Pre-print Media Attached
05:25
5m
Talk
Natural Attack for Pre-trained Models of Code
Technical Track
Zhou Yang Singapore Management University, Jieke SHI Singapore Management University, Junda He Singapore Management University, David Lo Singapore Management University
DOI Pre-print Media Attached

Thu 12 May

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

12:00 - 13:00
12:00
5m
Talk
To What Extent Do DNN-based Image Classification Models Make Unreliable Inferences?
Journal-First Papers
Yongqiang TIAN The Hong Kong University of Science and Technology; University of Waterloo, Shiqing Ma Rutgers University, Ming Wen Huazhong University of Science and Technology, Yepang Liu Southern University of Science and Technology, Shing-Chi Cheung Hong Kong University of Science and Technology, Xiangyu Zhang Purdue University
DOI Pre-print Media Attached
12:05
5m
Talk
Demystifying the Challenges and Benefits of Analyzing User-Reported Logs in Bug Reports
Journal-First Papers
An Ran Chen Concordia University, Tse-Hsun (Peter) Chen Concordia University, Shaowei Wang University of Manitoba
Link to publication Media Attached
12:10
5m
Talk
Surveying the Developer Experience of Flaky Tests
SEIP - Software Engineering in Practice
Owain Parry The University of Sheffield, Gregory Kapfhammer Allegheny College, Michael Hilton Carnegie Mellon University, USA, Phil McMinn University of Sheffield
Pre-print Media Attached
12:15
5m
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
12:20
5m
Talk
Demystifying the Dependency Challenge in Kernel Fuzzing
Technical Track
Yu Hao University of California at Riverside, USA, Hang Zhang Georgia Institute of Technology, Guoren Li UC Riverside, Xingyun Du UC Riverside, Zhiyun Qian University of California at Riverside, USA, Ardalan Amiri Sani UC Irvine
Pre-print Media Attached
12:25
5m
Talk
Natural Attack for Pre-trained Models of Code
Technical Track
Zhou Yang Singapore Management University, Jieke SHI Singapore Management University, Junda He Singapore Management University, David Lo Singapore Management University
DOI Pre-print Media Attached

Thu 26 May

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

11:00 - 12:30
Papers 15: Software Testing 2Technical Track / SEIP - Software Engineering in Practice at Room 301+302
Chair(s): Rohan Padhye Carnegie Mellon University
11:00
5m
Talk
CONFETTI: Amplifying Concolic Guidance for Fuzzers
Technical Track
James Kukucka George Mason University, Luís Pina University of Illinois at Chicago, Paul Ammann George Mason University, USA, Jonathan Bell Northeastern University
Pre-print Media Attached
11:05
5m
Talk
Surveying the Developer Experience of Flaky Tests
SEIP - Software Engineering in Practice
Owain Parry The University of Sheffield, Gregory Kapfhammer Allegheny College, Michael Hilton Carnegie Mellon University, USA, Phil McMinn University of Sheffield
Pre-print Media Attached
11:10
5m
Talk
Natural Attack for Pre-trained Models of Code
Technical Track
Zhou Yang Singapore Management University, Jieke SHI Singapore Management University, Junda He Singapore Management University, David Lo Singapore Management University
DOI Pre-print Media Attached
11:15
5m
Talk
FADATest: Fast and Adaptive Performance Regression Testing of Dynamic Binary Translation Systems
Technical Track
Jin Wu Harbin Institute of Technology, Jian Dong Harbin Institute Of Technology, Ruili Fang , Wen Zhang University of Georgia, Wenwen Wang University of Georgia, Decheng Zuo Harbin Institute of Technology
Pre-print Media Attached
11:20
5m
Talk
Repairing Order-Dependent Flaky Tests via Test Generation
Technical Track
Chengpeng Li University of Texas at Austin, Chenguang Zhu University of Texas at Austin, Wenxi Wang University of Texas at Austin, August Shi University of Texas at Austin
Media Attached
11:25
5m
Talk
BeDivFuzz: Integrating Behavioral Diversity into Generator-based Fuzzing
Technical Track
Hoang Lam Nguyen Humboldt-Universität zu Berlin, Lars Grunske Humboldt-Universität zu Berlin
Pre-print Media Attached
11:30
5m
Talk
Nessie: Automatically Testing JavaScript APIs with Asynchronous Callbacks
Technical Track
Ellen Arteca Northeastern University, Sebastian Harner University of Stuttgart, Michael Pradel University of Stuttgart, Frank Tip Northeastern University
Pre-print Media Attached
11:35
5m
Talk
EAGLE: Creating Equivalent Graphs to Test Deep Learning Libraries
Technical Track
Jiannan Wang Purdue University, Thibaud Lutellier University of Waterloo, Shangshu Qian Purdue University, Viet Hung Pham University of Waterloo, Lin Tan Purdue University
Pre-print Media Attached
13:30 - 15:00
13:30
90m
Talk
"Did You Miss My Comment or What?" Understanding Toxicity in Open Source DiscussionsDistinguished Paper Award
Technical Track
Courtney Miller Carnegie Mellon University, Sophie Cohen Wesleyan University, Daniel Klug Carnegie Mellon University, Bogdan Vasilescu Carnegie Mellon University, USA, Christian Kästner Carnegie Mellon University
Pre-print Media Attached
13:30
90m
Talk
On Debugging the Performance of Configurable Software Systems: Developer Needs and Tailored Tool Support
Technical Track
Miguel Velez Carnegie Mellon University, Pooyan Jamshidi University of South Carolina, Norbert Siegmund Leipzig University, Sven Apel Saarland University, Christian Kästner Carnegie Mellon University
Pre-print Media Attached
13:30
90m
Let's Talk Open-Source - An Analysis of Conference Talks and Community Dynamics
SRC - ACM Student Research Competition
Kimberly Truong Oregon State University
13:30
90m
Talk
The Case for Adaptive Security Interventions
Journal-First Papers
Irum Rauf The Open University, UK, Marian Petre The Open University, Thein Tun , Tamara Lopez The Open University, Paul Lunn The University of Manchester, UK, Dirk van der Linden Northumbria University, John Towse Department of Psychology, University of Lancaster, UK, Helen Sharp The Open University, Mark Levine Lancaster University, Awais Rashid University of Bristol, UK, Bashar Nuseibeh The Open University (UK) & Lero (Ireland)
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
TaintBench: Automatic Real-World Malware Benchmarking of Android Taint Analyses
Journal-First Papers
Linghui Luo Amazon Web Services, Felix Pauck Paderborn University, Germany, Goran Piskachev Fraunhofer IEM, Manuel Benz Paderborn University, Ivan Pashchenko University of Trento, Martin Mory Paderborn University, Eric Bodden , Ben Hermann Technical University Dortmund, Fabio Massacci University of Trento; Vrije Universiteit Amsterdam
Link to publication DOI Pre-print Media Attached File Attached
13:30
90m
Talk
Change Is the Only Constant: Dynamic Updates for WorkflowsBest Artifact Award
Technical Track
Daniel Sokolowski University of St. Gallen, Pascal Weisenburger University of St. Gallen, Guido Salvaneschi University of St. Gallen
DOI Pre-print Media Attached
13:30
90m
Talk
FeatCompare: Feature Comparison for Competing Mobile Apps Leveraging User Reviews
Journal-First Papers
Maram Assi Queen's University, Safwat Hassan Thompson Rivers University, Yuan Tian Queens University, Kingston, Canada, Ying Zou Queen's University, Kingston, Ontario
Link to publication Pre-print Media Attached
13:30
90m
Talk
Scratch as Social Network: Topic Modeling and Sentiment Analysis in Scratch Projects
SEIS - Software Engineering in Society
Isabella Graßl University of Passau, Gordon Fraser University of Passau
Pre-print Media Attached
13:30
90m
Talk
Deep Learning based Vulnerability Detection: Are We There Yet?
Journal-First Papers
Saikat Chakraborty Columbia University, Rahul Krishna IBM Research, Yangruibo Ding Columbia University, Baishakhi Ray Columbia University
Link to publication DOI Media Attached
13:30
90m
Talk
Static Inference Meets Deep Learning: A Hybrid Type Inference Approach for PythonNominated for Distinguished Paper
Technical Track
Yun Peng The Chinese University of Hong Kong, Cuiyun Gao Harbin Institute of Technology, Zongjie Li The Hong Kong University of Science and Technology, Bowei Gao Harbin Institute of Technology, Shenzhen, David Lo Singapore Management University, Qirun Zhang Georgia Institute of Technology, USA, Michael Lyu The Chinese University of Hong Kong
DOI Pre-print Media Attached
13:30
90m
Talk
Preempting Flaky Tests via Non-Idempotent-Outcome Tests
Technical Track
Anjiang Wei Stanford University, Pu Yi Peking University, Zhengxi Li University of Illinois Urbana-Champaign, Tao Xie Peking University, Darko Marinov University of Illinois at Urbana-Champaign, Wing Lam University of Illinois at Urbana-Champaign
Pre-print Media Attached
13:30
90m
Talk
A Tale of Two Cities: Software Developers Working from Home During the COVID-19 Pandemic
Journal-First Papers
Denae Ford Microsoft Research, Margaret-Anne Storey University of Victoria, Thomas Zimmermann Microsoft Research, Christian Bird Microsoft Research, Sonia Jaffe Microsoft, Chandra Maddila Microsoft Research, Jenna L. Butler Microsoft Research, Brian Houck Microsoft Research, Nachiappan Nagappan Microsoft Research
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
A Grounded Theory Based Approach to Characterize Software Attack Surfaces
Technical Track
sara moshtari Rochester Institute of Technology, Ahmet Okutan Rochester Institute of Technology, Mehdi Mirakhorli Rochester Institute of Technology
Pre-print Media Attached
13:30
90m
Talk
Out of Sight, Out of Mind? How Vulnerable Dependencies Affect Open-Source Projects
Journal-First Papers
Gede Artha Azriadi Prana Singapore Management University, Abhishek Sharma Veracode, Inc., Lwin Khin Shar Singapore Management University, Darius Foo National University of Singapore, Andrew Santosa Veracode, Inc., Asankhaya Sharma Veracode, Inc., David Lo Singapore Management University
Pre-print Media Attached
13:30
90m
Talk
Towards Property-Based Tests in Natural Language
NIER - New Ideas and Emerging Results
Colin Gordon Drexel University
Pre-print Media Attached
13:30
90m
Talk
How Templated Requirements Specifications Inhibit Creativity in Software Engineering
Journal-First Papers
Rahul Mohanani University of Jyväskylä, Paul Ralph Dalhousie University, Burak Turhan University of Oulu, Vladimir Mandić Faculty of Technical Sciences, University of Novi Sad
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
Using Reinforcement Learning for Load Testing of Video Games
Technical Track
Rosalia Tufano Università della Svizzera Italiana, Simone Scalabrino University of Molise, Luca Pascarella Università della Svizzera italiana (USI), Emad Aghajani Software Institute, USI Università della Svizzera italiana, Rocco Oliveto University of Molise, Gabriele Bavota Software Institute, USI Università della Svizzera italiana
Pre-print Media Attached
13:30
90m
Talk
Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source
Technical Track
Anjiang Wei Stanford University, Yinlin Deng University of Illinois at Urbana-Champaign, Chenyuan Yang Nanjing University, Lingming Zhang University of Illinois at Urbana-Champaign
Pre-print Media Attached
13:30
90m
Talk
Trust Enhancement Issues in Program Repair
Technical Track
Yannic Noller National University of Singapore, Ridwan Salihin Shariffdeen National University of Singapore, Xiang Gao Beihang University, China, Abhik Roychoudhury National University of Singapore
Pre-print Media Attached
13:30
90m
Talk
An Empirical Study on Release Notes Patterns of Popular Apps in the Google Play Store
Journal-First Papers
Aidan Z.H. Yang Carnegie Mellon University, Safwat Hassan Thompson Rivers University, Ying Zou Queen's University, Kingston, Ontario, Ahmed E. Hassan Queen's University
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
Learning Lenient Parsing & Typing via Indirect Supervision
Journal-First Papers
Toufique Ahmed University of California at Davis, Prem Devanbu Department of Computer Science, University of California, Davis, Vincent J. Hellendoorn Carnegie Mellon University
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
CONFETTI: Amplifying Concolic Guidance for Fuzzers
Technical Track
James Kukucka George Mason University, Luís Pina University of Illinois at Chicago, Paul Ammann George Mason University, USA, Jonathan Bell Northeastern University
Pre-print Media Attached
13:30
90m
Talk
Natural Attack for Pre-trained Models of Code
Technical Track
Zhou Yang Singapore Management University, Jieke SHI Singapore Management University, Junda He Singapore Management University, David Lo Singapore Management University
DOI Pre-print Media Attached
13:30
90m
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
13:30
90m
Talk
A Family of Experiments on Test-Driven Development
Journal-First Papers
Adrian Santos Parrilla University of Oulu, Sira Vegas Universidad Politecnica de Madrid, Oscar Dieste Universidad Politécnica de Madrid, Fernando Uyaguari ETAPA Telecommunications Company, Ayse Tosun Istanbul Technical University, Davide Fucci Blekinge Institute of Technology, Burak Turhan University of Oulu, Giuseppe Scanniello University of Basilicata, Simone Romano University of Bari, Itir Karac University of Oulu, Marco Kuhrmann Reutlingen University, Vladimir Mandić Faculty of Technical Sciences, University of Novi Sad, Robert Ramač Faculty of Technical Sciences, University of Novi Sad, Dietmar Pfahl University of Tartu, Christian Engblom Ericsson, Jarno Kyykka Ericsson, Kerli Rungi Testlio, Carolina Palomeque ETAPA Telecommunications Company, Jaroslav Spisak PAF, Markku Oivo University of Oulu, Natalia Juristo Universidad Politecnica de Madrid
Link to publication DOI Pre-print Media Attached
13:30
90m
Talk
SugarC: Scalable Desugaring of Real-World Preprocessor Usage into Pure C
Technical Track
Zachary Patterson University of Texas at Dallas, Zenong Zhang The University of Texas at Dallas, Brent Pappas University of Central Florida, Shiyi Wei University of Texas at Dallas, Paul Gazzillo University of Central Florida
Pre-print Media Attached
13:30
90m
Talk
Within-project Defect Prediction of Infrastructure-as-Code Using Product and Process Metrics
Journal-First Papers
Stefano Dalla Palma Tilburg University, Dario Di Nucci University of Salerno, Fabio Palomba University of Salerno, Damian Andrew Tamburri TU/e
Link to publication DOI Authorizer link Pre-print Media Attached
13:30
90m
Poster
Enabling End-Users to Implement Larger Block-Based Programs
Posters
Nico Ritschel The University of British Columbia, Felipe Fronchetti Virginia Commonwealth University, Reid Holmes University of British Columbia, Ronald Garcia University of British Columbia, David C. Shepherd Virginia Commonwealth University
13:30
90m
Talk
FADATest: Fast and Adaptive Performance Regression Testing of Dynamic Binary Translation Systems
Technical Track
Jin Wu Harbin Institute of Technology, Jian Dong Harbin Institute Of Technology, Ruili Fang , Wen Zhang University of Georgia, Wenwen Wang University of Georgia, Decheng Zuo Harbin Institute of Technology
Pre-print Media Attached
13:30
90m
Talk
PUS: A Fast and Highly Efficient Solver for Inclusion-based Pointer AnalysisDistinguished Paper Award
Technical Track
Peiming Liu Texas A&M University, Yanze Li University of British Columbia, Bradley Swain Texas A&M University, Jeff Huang Texas A&M University
Pre-print Media Attached
13:30
90m
Talk
Adaptive Performance Anomaly Detection for Online Service Systems via Pattern Sketching
Technical Track
Zhuangbin Chen Chinese University of Hong Kong, China, Jinyang Liu , Yuxin Su Sun Yat-sen University, Hongyu Zhang University of Newcastle, Xiao Ling Huawei Technologies, Yongqiang Yang Huawei Technologies, Michael Lyu The Chinese University of Hong Kong
Pre-print Media Attached
13:30
90m
Talk
Rotten Apples Spoil the Bunch: An Anatomy of Google Play Malware
Technical Track
Michael Cao University of British Columbia, Khaled Ahmed University of British Columbia (UBC), Julia Rubin University of British Columbia
Pre-print Media Attached
13:30
90m
Short-paper
Efficiently and Precisely Searching for Code Changes with DiffSearch
SRC - ACM Student Research Competition
Luca Di Grazia University of Stuttgart
Link to publication DOI File Attached

Information for Participants
Tue 10 May 2022 05:00 - 06:00 at ICSE room 3-odd hours - Software Testing 2 Chair(s): Aldeida Aleti
Info for room ICSE room 3-odd hours:

Click here to go to the room on Midspace

Thu 12 May 2022 12:00 - 13:00 at ICSE room 3-even hours - Software Testing 14 Chair(s): Brittany Johnson
Info for room ICSE room 3-even hours:

Click here to go to the room on Midspace