AIBullisharXiv – CS AI · 10h ago7/10
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CIVeX: Causal Intervention Verification for Language Agents
Researchers introduce CIVeX, a causal intervention verifier that validates whether tool-calling language agents' proposed actions will actually produce intended effects in real-world execution. The system achieves zero false executions under adversarial conditions and outperforms LLM-based verification approaches by ensuring causal identifiability rather than just schema validity.
🧠 Claude