8 citations · 26 across the 20 of their papers we have counts for
4 papers · 1 filter
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…
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…
Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family
Hanrui Wang, Ruihao Zheng, Shuo Wang +3
Adversarial robustness optimization aims to preserve correct prediction under adversarial perturbations, and has produced substantial robustness gains through methods such as adver…
EventFace: Event-Based Face Recognition via Structure-Driven Spatiotemporal Modeling
Qingguo Meng, Xingbo Dong, Zhe Jin +1
Event cameras offer a promising sensing modality for face recognition due to their inherent advantages in illumination robustness and privacy-friendliness. However, because event s…