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

Tengwei Song, Robert Hoehndorf

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…