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Shi-Hao Ding

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#artificial intelligence Preprint Sep 2026

BIO-MEMART: Biometric-Aware KV Cache Memory for Multi-User LLM Agents

Bio-MemArt, a biometric-aware KV-cache memory framework for multi-user LLM agents that preserves latent-space retrieval, direct cache reuse, and decoupled position encoding while adding physical-user access control to shared KV memory is proposed.

Yan-Hong Qian, Xuan-Ying He, Qing-Guo Meng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Personalizing LLM Agent Memory Using Biometrics

Bio-Memory is proposed, a biometric-aware memory architecture that conditions memory retrieval on both semantic similarity and biometric matching and augments each atomic memory note with a biometric embedding and uses biometric matching to form the retrieval candidate pool before semantic ranking.

Yan-Hong Qian, Qing-Guo Meng, Shi-Hao Ding et al. · 0 citations

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