04:00
2026-08-21
arxiv.org
artificial-intelligence
Can Agent Memory Systems Track Evolving State?
A new benchmark, StateMemBench, with 234 multi-session scenarios, shows that LLM-based agent memory systems fail to track evolving state, and the proposed StateMem method improves current-state accura…