From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents

arXiv:2604.19775v1 Announce Type: new Abstract: Large Language Models LLMs are increasingly deployed as autonomous agents capable of reasoning, planning, and acting within interactive environments.