Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives. - Zhihu Wang; Shiwan Zhao; Yu Wang 093; Heyuan Huang; Sitao Xie; Yubo Zhang; Jiaxin Shi; Zhixing Wang; Hongyan Li; Junchi Yan (ACL (Findings), 2025)

When Autonomy Goes Rogue: Preparing for Risks of Multi-Agent Collusion in Social Systems. - Qibing Ren; Sitao Xie; Longxuan Wei; Zhenfei Yin; Junchi Yan; Lizhuang Ma; Jing Shao (CoRR, 2025)

Innovator: Scientific Continued Pretraining with Fine-grained MoE Upcycling. - Ning Liao; Xiaoxing Wang; Zehao Lin; Weiyang Guo; Feng Hong 004; Shixiang Song; Geng Yu; Zihua Zhao; Sitao Xie; Longxuan Wei; Xiangqi Jin; Xiaohan Qin; et al. (CoRR, 2025)