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cs.AI2026
BIO-MEMART: Biometric-Aware KV Cache Memory for Multi-User LLM Agents
Yanhong Qian, Xuanying He, Qingguo Meng +3
KV cache is evolving from a serving optimization into an external memory substrate for long-term LLM agents. In a shared multi-user deployment, however, reusable KV blocks introduc…
cs.AI2026
Personalizing LLM Agent Memory Using Biometrics
Yanhong Qian, Qingguo Meng, Shihao Ding +4
Personalized memory helps LLM agents deliver stable, tailored assistance by storing and reusing user-specific data across interactions. In multi-user scenarios, however, retrieval…