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Sheng Chen

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#artificial intelligence Review Oct 2026

VulValidate: Auditing Function-Level Vulnerability Labels with Executable Evidence

Reliable learning-based vulnerability detection requires high-quality labels, yet datasets built from vulnerability-fixing commits may label functions as vulnerable simply because they were changed by a security patch. We present VulValidate, a framework that uses LLM agents to coordinate dynamic analysis tools and con...

Lei-Zhen Zhang, Sheng Chen · 0 citations

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