QUMem: Personalized Memory for Query-Conditioned User-State Inference in LLM Agents

Heng Wang, Yifei Li, Lingling Zhang +4

Large language model (LLM) agents increasingly use external memory systems to support personalization by drawing on long and evolving interaction histories, in which user preferenc…