Author

Haomin Qi

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#artificial intelligence Preprint Sep 2026

WitnessGym: Benchmarking Coding Agents on the Construction of Bug Witnesses

Bug validation asks a coding agent to produce an executable witness for a reported bug. The witness combines a concrete input with a testing harness and exposes faulty behavior during execution. Such evidence makes audit findings actionable, yet benchmark evaluation is difficult when cases reuse public historical bugs...

Hao-Min Qi, Xiang-Zhe Xu, Yi-Ming Huang et al. · 0 citations

Jul 2026

Change2Task: From Repository Changes to Executable Coding Agent Tasks and Environments

This work presents Change2Task, a system grounded in repository history that converts merged pull requests into verified tasks on healthy modern revisions of the same repository, and provides executable data for coding agent training and evaluation while reducing repeated environment setup, storage, and task constructi...

Haomin Qi, Xing-Liang Wang, Xuanqi Gao et al. · arXiv.org · 0 citations