Preprint
Jul 2026
From Passive Retrieval to Active Memory Navigation: Learning to Use Memory as a Structured Action Space
NapMem is introduced, a framework for learning to use long-term user memory as a structured action space rather than passively retrieved context, and suggests that long-term user memory benefits from coupling structured storage with a learned policy for using memory at the appropriate granularity.
Yue Xu, Yutao Sun, Yihao Liu et al.
· 3 citations