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Kareem Shehada

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#artificial intelligence Preprint Sep 2026

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

SyzHarness is a framework that combines LLM reasoning with coverage-guided fuzzing for patch-based Linux kernel vulnerability reproduction and achieves a 73% bug reproduction success rate, substantially outperforming prior directed greybox fuzzing.

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

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