Spatio-temporal information mining and fusion feature-guided modal alignment for video-based visible-infrared person re-identification. - Zhigang Zuo; Huafeng Li; Yafei Zhang; Minghong Xie (Image Vis. Comput., 2025)

Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging. - Lin Lu; Zhigang Zuo; Ziji Sheng; Pan Zhou (CoRR, 2025)

Large Reasoning Models in Agent Scenarios: Exploring the Necessity of Reasoning Capabilities. - Xueyang Zhou; Guiyao Tie; Guowen Zhang; Weidong Wang; Zhigang Zuo; Di Wu; Duanfeng Chu; Pan Zhou 001; Lichao Sun 001; Neil Zhenqiang Gong (CoRR, 2025)