Publications

RegTrieve: Reducing System-Level Regression Errors for Machine Learning Systems via Retrieval-Enhanced Ensemble

Published in Proceedings of the ACM International Conference on the Foundations of Software Engineering (FSE ’25), 2025

Regression Error, Ensemble Model, Spoken QA System

Recommended citation: Junming Cao, Xuwen Xiang, Mingfei Cheng, Bihuan Chen, Xinyan Wang, You Lu, Chaofeng Sha, Xiaofei Xie, and Xin Peng. 2025. RegTrieve: Reducing System-Level Regression Errors for Machine Learning Systems via Retrieval-Enhanced Ensemble. Proc. ACM Softw. Eng. 2, FSE, Article FSE088 (July 2025), 23 pages. https://doi.org/10.1145/3729358
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Structure-Aware, Diagnosis-Guided ECU Firmware Fuzzing

Published in Proceedings of the 34rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA ’25), 2025

Firmware, ECU Firmware Fuzzing, Serial Peripheral Interface, Diagnostic Feedback

Recommended citation: Qicai Chen, Kun Hu, Sichen Gong, Bihuan Chen, Zikui Kong, Haowen Jiang, Bingkun Sun, You Lu, and Xin Peng. 2025. Structure-Aware, Diagnosis-Guided ECU Firmware Fuzzing. Proc. ACM Softw. Eng. 2, ISSTA, Article ISSTA039 (July 2025), 23 pages. https://doi.org/10.1145/3728914
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DiaVio: LLM-Empowered Diagnosis of Safety Violations in ADS Simulation Testing

Published in Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA ’24), 2024

Automated Driving System, Scenario-based Testing, Large Language Models, Violation Diagnosis

Recommended citation: You Lu, Yifan Tian, Yuyang Bi, Bihuan Chen, and Xin Peng. 2024. DiaVio: LLM-Empowered Diagnosis of Safety Violations in ADS Simulation Testing. In Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA ’24), September 16–20, 2024, Vienna, Austria. ACM, New York, NY, USA, 13 pages. https://doi.org/10.1145/3650212.3652135
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