論文 Hugging Face 発表: 2026-05-12 HF ↑14

Useful Memories Become Faulty When Continuously Updated by LLMs

Useful Memories Become Faulty When Continuously Updated by LLMs

著者: Dylan Zhang, Yanshan Lin, Zhengkun Wu, Yihang Sun, Bingxuan Li ほか2名

要約

Learning from past experience benefits from two complementary forms of memory: episodic traces — raw trajectories of what happened — and consolidated abstractions distilled across many episodes into reusable, schema-like lessons. Recent agentic-memory systems pursue the consolidated form: an LLM r…

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