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Who Verifies the Graph? Misspecification Attacks on Causal Action Verification for Language Agents
Causal action verifiers gate an agent's state-changing tool calls by checking whether each proposed intervention is identifiable against a committed action-state graph, and they issue a certificate that carries the identification argument and a one-sided lower confidence bound. One such verifier, CI
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