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procedural circuits

techniqueactiveprovisionalprocedural-circuits-997b04c8·1 events·first seen 20d ago

Aliases: procedural circuits

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6arXiv · cs.AI·20d ago·source ↗

FluxMem: Connectivity-Evolving Memory Framework for LLM Agents

FluxMem proposes a heterogeneous graph-based memory framework for LLM agents that continuously evolves its topology through three stages: initial connection formation, feedback-driven refinement, and long-term consolidation. Unlike static memory repositories, FluxMem repairs missing links, prunes interference, aligns abstraction granularity, and distills successful trajectories into reusable procedural circuits. The system is guided by a single metric for memory generalizability and evolutionary maturity, achieving state-of-the-art results on LoCoMo, Mind2Web, and GAIA benchmarks.