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heterogeneous graph memory
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heterogeneous-graph-memory-57e89356·1 events·first seen 20d agoAliases: heterogeneous graph memory
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Hierarchical Graph Memorygraph-based memory architecturememory evolution graphdual-graph frameworksupermemorycognitive-graphGPU memory visualizationnon-parametric memoryMulti-hop Graph RetrievalLangGraphGraph Neural Network leveraging Higher-order Class Label Connectivity for Heterophilous Graphsbasic-memory
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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.