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

Jianing Yin, Tan Tang, Yingcai Wu

Large language model (LLM) agents still struggle to effectively use long-term memory, with answer-supporting evidence often scattered across long conversational histories and burie…