MemPlan: Memory-Conditioned PDDL Planning for Partially Observable Text Environments.

arXiv:2610.30379v1 Announce Type: cross Abstract: LLM agents are flexible in language interaction, but using them as long-horizon planners is costly and prone to hallucinated or invalid actions. This paper targets a different role for LLMs: constrained bridges