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ICSE 2022
Sun 8 - Fri 27 May 2022
Tue 10 May 2022 20:00 - 20:05 at ICSE room 1-even hours - Reliability and Safety 5 Chair(s): David Lo
Thu 12 May 2022 13:15 - 13:20 at ICSE room 2-odd hours - Tools and Environments 6 Chair(s): Domenico Bianculli

Cyber-physical systems (CPS) have been broadly deployed in safety-critical domains, such as automotive systems, avionics, medical devices, etc. In recent years, Artificial Intelligence (AI) has been increasingly adopted to control CPS. Despite the popularity of AI-based CPS, few benchmarks are publicly available. There is also a lack of deep understanding on the performance and reliability of AI-enabled CPS across different industrial domains. To bridge this gap, we initiate to create a public benchmark of industry-level CPS in seven domains and build AI controllers for them via state-of-the-art deep reinforcement learning (DRL) methods. Based on that, we further perform a systematic evaluation of these AI-enabled systems with their traditional counterparts to identify the current challenges and explore future opportunities. Our key findings include (1) AI controllers do not always outperform traditional controllers, (2) existing CPS testing techniques (falsification, specifically) fall short of analyzing AI-enabled CPS, and (3) building a hybrid system that strategically combines and switches between AI controllers and traditional controllers can achieve better performance across different domains. Our results highlight the need for new testing techniques for AI-enabled CPS and the need for more investigations into hybrid CPS systems to achieve optimal performance and reliability.

Tue 10 May

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

20:00 - 21:00
Reliability and Safety 5Technical Track / SEIP - Software Engineering in Practice at ICSE room 1-even hours
Chair(s): David Lo Singapore Management University
20:00
5m
Talk
When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward
SEIP - Software Engineering in Practice
Jiayang Song University of Alberta, Deyun Lyu Kyushu university, Zhenya Zhang Nanyang Technological University, Zhijie Wang University of Alberta, Tianyi Zhang Purdue University, Lei Ma University of Alberta
DOI Pre-print Media Attached
20:05
5m
Talk
Multi-Intention-Aware Configuration Selection for Performance Tuning
Technical Track
Haochen He National University of Defense Technology, Zhouyang Jia National University of Defense Technology, Shanshan Li National University of Defense Technology, Yue Yu College of Computer, National University of Defense Technology, Changsha 410073, China, Chenglong Zhou National University of Defense Technology, Qing Liao Harbin Institute of Technology, Ji Wang National University of Defense Technology, Xiangke Liao National University of Defense Technology
Pre-print Media Attached
20:10
5m
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
20:15
5m
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

Thu 12 May

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

13:00 - 14:00
13:00
5m
Talk
Understanding and improving artifact sharing in software engineering research
Journal-First Papers
Christopher Steven Timperley Carnegie Mellon University, Lauren Herckis Carnegie Mellon University, Claire Le Goues Carnegie Mellon University, Michael Hilton Carnegie Mellon University, USA
Link to publication DOI Pre-print Media Attached
13:05
5m
Talk
Towards Build Verifiability for Java-based Systems
SEIP - Software Engineering in Practice
Jiawen Xiong Huawei China, Yong Shi Huawei Technologies, Boyuan Chen York University, Filipe Cogo Centre for Software Excellence, Huawei, Canada, Zhen Ming (Jack) Jiang York University
Pre-print Media Attached
13:10
5m
Talk
Challenges in Applying Continuous Experimentation: A Practitioners’ Perspective
SEIP - Software Engineering in Practice
Kevin Anderson Delft University of Technology, Denise Visser bol.com, Jan-Willem Mannen ING, Yuxiang Jiang Delft University of Technology, Arie van Deursen Delft University of Technology, Netherlands
DOI Pre-print
13:15
5m
Talk
When Cyber-Physical Systems Meet AI: A Benchmark, an Evaluation, and a Way Forward
SEIP - Software Engineering in Practice
Jiayang Song University of Alberta, Deyun Lyu Kyushu university, Zhenya Zhang Nanyang Technological University, Zhijie Wang University of Alberta, Tianyi Zhang Purdue University, Lei Ma University of Alberta
DOI Pre-print Media Attached
13:20
5m
Talk
Dozer: Migrating Shell Commands to Ansible Modules via Execution Profiling and Synthesis
SEIP - Software Engineering in Practice
Eric Horton North Carolina State University, Chris Parnin North Carolina State University
Pre-print Media Attached
13:25
5m
Talk
ARCLIN: Automated API Mention Resolution for Unformatted Texts
Technical Track
Yintong Huo The Chinese University of Hong Kong, Yuxin Su Sun Yat-sen University, Hongming Zhang The Hong Kong University of Science and Technology, Michael Lyu The Chinese University of Hong Kong
DOI Pre-print Media Attached

Information for Participants
Tue 10 May 2022 20:00 - 21:00 at ICSE room 1-even hours - Reliability and Safety 5 Chair(s): David Lo
Info for room ICSE room 1-even hours:

Click here to go to the room on Midspace

Thu 12 May 2022 13:00 - 14:00 at ICSE room 2-odd hours - Tools and Environments 6 Chair(s): Domenico Bianculli
Info for room ICSE room 2-odd hours:

Click here to go to the room on Midspace