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Hanxiang Xu

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Aug 2026

HGFuzzer: Directed Greybox Fuzzing via Large Language Model

Directed Greybox Fuzzing (DGF) aims to efficiently test specific code locations, but its effectiveness is often hampered by its reliance on a syntax-driven strategy. This approach leads to an intractable search space during exploration and inefficient, semantically unaware mutations during exploitation. To address thes...

Hanxiang Xu, Yanjie Zhao, Junqing Yu et al. · 0 citations

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