A conformal interpretability method labels LLM agent states step-by-step and extracts linearly separable temporal concept directions aligned with task success on ScienceWorld and AlfWorld.
Memory-based distribution shift detection for learn- ing enabled cyber-physical systems with statistical guaran- tees.ACM Transactions on Cyber-Physical Systems, 8(2): 1–28
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From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents
A conformal interpretability method labels LLM agent states step-by-step and extracts linearly separable temporal concept directions aligned with task success on ScienceWorld and AlfWorld.