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ICSE 2022
Sun 8 - Fri 27 May 2022
Thu 12 May 2022 11:10 - 11:15 at ICSE Poster room - Poster Session 3 Chair(s): Jin L.C. Guo
Fri 27 May 2022 13:30 - 15:00 at Ballroom Gallery - Posters 3

In this paper, we conduct a measurement study to comprehensively compare the accuracy of Cryptographic API completion tasks trained with multiple API embedding options. Embedding is the process of automatically learning to represent program elements as low-dimensional vectors. Our measurement aims to uncover the impacts of applying program analysis, token-level embedding, and sequence-level embedding on the Cryptographic API completion accuracies. Our findings show that program analysis is necessary even under advanced embedding. The results show 36.10% accuracy improvement on average when program analysis preprocessing is applied to transfer byte code sequences into API dependence paths. The best accuracy (93.52%) is achieved on API dependence paths with embedding techniques. On the contrary, the pure data-driven approach without program analysis only achieves a low accuracy (around 57.60%), even after the powerful sequence-level embedding is applied. Although sequence-level embedding shows slight accuracy advantages (0.55% on average) over token-level embedding in our basic data split setting, it is not recommended considering its expensive training cost. A more obvious accuracy improvement (5.10%) from sequence-level embedding is observed under the cross-project learning scenario when task data is insufficient. Hence, we recommend applying sequence-level embedding for cross-project learning with limited task-specific data.

Thu 12 May

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

11:00 - 12:00
Poster Session 3Posters at ICSE Poster room
Chair(s): Jin L.C. Guo McGill University
11:00
5m
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
11:05
5m
Poster
Mutation Testing of Quantum Programs written in QISKit
Posters
Daniel Fortunato INESC-ID, University of Porto, Jose Campos University of Lisbon, Portugal, Rui Abreu Faculty of Engineering, University of Porto, Portugal
11:10
5m
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
11:15
5m
Poster
Improving Responsiveness of Android Activity Navigation via Genetic Improvement
Posters
James Callan UCL, Justyna Petke University College London
11:20
5m
Poster
A Quick Repair Facility for Debugging
Posters
Steven P. Reiss Brown University, USA, Qi Xin Brown University, USA
11:25
5m
Poster
Flexible Model-Driven Runtime Monitoring Support for Cyber-Physical Systems
Posters
Marco Stadler Johannes Kepler University Linz, Michael Vierhauser Johannes Kepler University Linz, Antonio Garmendia Johannes Kepler University Linz, Manuel Wimmer JKU Linz, Jane Cleland-Huang University of Notre Dame
Pre-print

Fri 27 May

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

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
Thu 12 May 2022 11:00 - 12:00 at ICSE Poster room - Poster Session 3 Chair(s): Jin L.C. Guo
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