Unlocking the Address Book: Dissecting the Sparse Semantic Structure of LLM Key-Value Caches via Sparse Autoencoders. - Qingsen Ma; Dianyun Wang; Jiaming Lyu; Yaoye Wang; Lechen Ning; Sujie Zhu; Zhenbo Xu; Liuyu Xiang; Huining Li; Huijia Wu; Zhaofeng He 001 (CoRR, 2025)

S3-Attention:Attention-Aligned Endogenous Retrieval for Memory-Bounded Long-Context Inference. - Qingsen Ma; Dianyun Wang; Yaoye Wang; Lechen Ning; Sujie Zhu; Xiaohang Zhang; Jiaming Lyu; Linhao Ren; Zhenbo Xu; Zhaofeng He 001 (CoRR, 2026)