Learning What to Remember: A Cognitively Grounded Multi-Factor Value Model for Agentic Memory

Zhibao Chen, Qian Cheng

Long-running LLM agents accumulate interaction histories far larger than any context window, forcing a standing decision: what to encode deeply, what to forget, and what to retriev…