arXiv:2610.18948v1 Announce Type: new Abstract: Finite safety assessments cannot exclude an adversary that preserves unattacked behavior until certification and activates afterward. We characterize this limitation for embodied and tool-use AI.
Limits of Statistical Assurance for Embodied and Agentic AI under Adaptive Adversaries
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