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arxiv_cs_ai · Nov 10, 2026 · paper
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Don't Just Trust Your Memory: Evidence-Linked Memory Reduces Memory-Induced Degradation in LLM Agents
arxiv.orgNov 10, 2026
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In brief
External memory enables LLM agents to improve from experience by distilling trajectories of past tasks into concise lessons for new tasks. However, memory can also lead to memory-induced degradation, where an agent fa...
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