STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?

Hanxiang Chao, Yihan Bai, Rui Sheng +2

Large Language Model (LLM) agents are increasingly expected to maintain coherent, long-term personalized memory, yet current benchmarks primarily measure static fact retrieval, ove…