DeferMem: Query-Time Evidence Distillation via Reinforcement Learning for Long-Term Agent Memory.

arXiv:2605.22411v2 Announce Type: replace-cross Abstract: Large language model (LLM) agents still struggle to effectively use long-term memory, with answer-supporting evidence often scattered across long conversational histories and buried in substantial irrel