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Yu-Xiang Ren

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#artificial intelligence Preprint Oct 2026

HGP:An on-device personalized agent memory via hybrid graph storage

LLM-based agents face challenges in personalized interactive tasks due to heterogeneous, multi-typed, and implicitly constrained long-term traces. Existing memory mechanisms struggle with accurate routing and retrieval, especially on-device where personalization is critical. Most methods use single-vector representatio...

Ran Zhou, Xue Han, Jia-Heng Liu et al. · 0 citations

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