Beyond Darkness: Thermal-Supervised 3D Gaussian Splatting for Low-Light Novel View Synthesis. - Qingsen Ma; Chen Zou 007; Dianyun Wang; Jia Wang 038; Liuyu Xiang; Zhaofeng He 001 (CoRR, 2025)

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)

CIP: A Plug-and-Play Causal Prompting Framework for Mitigating Hallucinations under Long-Context Noise. - Qingsen Ma; Dianyun Wang; Ran Jing; Yujun Sun; Zhenbo Xu (CoRR, 2025)

Interpretable Safety Alignment via SAE-Constructed Low-Rank Subspace Adaptation. - Dianyun Wang; Qingsen Ma; Yuhu Shang; Zhifeng Lu; Zhenbo Xu; Lechen Ning; Huijia Wu; Zhaofeng He 001 (ACL (1), 2026)

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)