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Inderjeet Singh

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#machine learning Preprint Oct 2026

Limits of Statistical Assurance for Embodied and Agentic AI under Adaptive Adversaries

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. An adversary that matches the complete observation law until observable, irrevocable certification and retains intervention...

Inderjeet Singh · 0 citations

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