MemComposer: Learning to Assemble Memories for LLM Agents via Reinforcement Learning.

arXiv:2610.21091v2 Announce Type: replace Abstract: Agent memory enables large language model (LLM) agents to reuse past experiences without updating their parameters. However, semantic similarity alone does not guarantee memory usefulness: downstream performa