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Zhi-Yun Qian

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#artificial intelligence Preprint Sep 2026

SyzHarness: Patch-Based Kernel Bug Reproduction with LLM-Synthesized Fuzzing Harnesses

Automated kernel vulnerability reproduction is essential for bug triage, patch validation, and regression testing, but still lacks an effective and efficient solution. The core challenge is twofold: a reproducer must first recover the trigger scaffold needed to reach the vulnerable state and determine the precise concr...

Xing-Yu Li, Jue-Fei Pu, Hao-Nan Li et al. · 0 citations

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