CauProphet: Teaching Agents to Develop Causal Cognition like Humans.

arXiv:2610.32477v2 Announce Type: replace Abstract: Large language model (LLM) agents increasingly support long-horizon tasks by leveraging external memory and past experience. However, existing agents mainly retrieve records or summaries, lacking the ability