Rethinking Kernel Program Repair: Benchmarking and Enhancing LLMs with RGym. - Kareem Shehada; Yifan Wu; Wyatt D. Feng; Adithya Iyer; Gryphon Kumfert; Yangruibo Ding; Zhiyun Qian (CoRR, 2025)

Patch-to-PoC: A Systematic Study of Agentic LLM Systems for Linux Kernel N-Day Reproduction. - Juefei Pu; Xingyu Li; Zhengchuan Liang; Jonathan Cox; Yifan Wu; Kareem Shehada; Arrdya Srivastav; Zhiyun Qian (CoRR, 2026)