UCI Automated Scenario-Generation Approaches for Autoware Centers of Excellence's Proposed Test Harness #5897
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Here are some of the published automated scenario-generation approaches we've worked on at UCI recently and are aiming to include in a test harness / community research infrastructure for the Autoware Centers of Excellence we are working on:
Yuntianyi Chen, Yuqi Huai, Shilong Li, Changnam Hong, and Joshua Garcia. Misconfiguration Software Testing for Failure Emergence in Autonomous Driving Systems. 32nd ACM International Conference on the Foundations of Software Engineering (FSE), Ipojuca (Pernambuco), Brazil, July 2024
Link to paper: https://jgarcia.ics.uci.edu/wp-content/uploads/confve_camready_fse2024.pdf
Yuqi Huai, Yuntianyi Chen, Sumaya Almanee, Tuan Ngo, Xiang Liao, Ziwen Wan, Alfred Qi Chen, and Joshua Garcia. Doppelgänger Test Generation for Revealing Bugs in Autonomous Driving Software. In the 45th International Conference on Software Engineering (ICSE 2023), May 2023.
Link to paper: https://jgarcia.ics.uci.edu/wp-content/uploads/doppeltest_camera_ready_icse2023.pdf
Yuqi Huai, Sumaya Almanee, Yuntianyi Chen, Xiafa Wu, Qi Alfred Chen, and Joshua Garcia. scenoRITA: Generating Diverse, Fully Mutable, Test Scenarios for Autonomous Vehicle Planning. IEEE Transactions on Software Engineering (TSE), October 2023.
Link to paper: https://jgarcia.ics.uci.edu/wp-content/uploads/scenoRITA_tse.pdf
Ziwen Wan, Junjie Shen, Jalen Chuang, Xin Xia, Joshua Garcia, Jiaqi Ma, and Qi Alfred Chen. Too Afraid to Drive: Systematic Discovery of Semantic DoS Vulnerability in Autonomous Driving Planning under Physical-World Attacks. In Network and Distributed Systems Security (NDSS) Symposium, April 2022.
Link to paper: https://jgarcia.ics.uci.edu/wp-content/uploads/NDSS22_BPFuzz__Camera_Ready_.pdf
We'll be discussing the above endeavor with Autoware Foundation and Centers of Excellence members in upcoming workshops.
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