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Kaikai Zhang

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Cheap to Hypothesize, Costly to Verify: The Defense Surface of Agentic Vulnerability Discovery

Kaikai Zhang, Zihan Zhang, Yuchong Xie وآخرون · 2026

Autonomous LLM agents turn vulnerability discovery into a repository-scale search: they generate many vulnerability hypotheses but can verify only a subset under a finite budget. We show that autonomous vulnerability discovery exhibits a hypothesis-verification asymmetry, where verifying a candidate hypothesis through …

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