AIBullisharXiv – CS AI · 7h ago6/10
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DELTAMEM: Incremental Experience Memory for LLM Agents via Residual Trees
Researchers introduce DeltaMem, a novel memory framework for LLM-based agents that organizes experiences into residual trees to reduce redundancy and improve decision-making. The system stores task skills and environmental knowledge separately, using delta nodes to capture incremental variations of core experiences, with automatic consolidation mechanisms enabling self-organization.