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Yixi Li

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Preprint Aug 2026

ATOBench: Tracing How Autonomous Penetration-Testing Agents Verify Vulnerabilities When Target Evidence Lies

Autonomous penetration-testing agents rely on target responses. These responses guide both subsequent actions and the final report. A deceptive response can therefore redirect both the attack trajectory and the agent's verification process. However, final reports reveal little about how an agent interprets conflicting...

Qi-Yang Chen, Yixi Li, Feng-Wei Zhang et al. · 0 citations

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