AIBullisharXiv – CS AI · 9h ago6/10
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Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents
Researchers propose MRAgent, a framework that reimagines how large language model agents access memory by using a dynamic graph-based reconstruction approach instead of static retrieval methods. The system demonstrates up to 23% performance improvements on benchmarks while reducing computational costs, addressing a fundamental limitation in LLM agents' ability to reason over extended interaction histories.