Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning. - Chengwen Liu; Xiaomin Yu; Zhuoyue Chang; Zhe Huang; Shuo Zhang; Heng Lian 003; Kunyi Wang; Rui Xu; Sen Hu 005; Jianheng Hou; Hao Peng; Chengwei Qin; et al. (CoRR, 2026)

A Very Big Video Reasoning Suite. - Maijunxian Wang; Ruisi Wang; Juyi Lin; Ran Ji; Thaddäus Wiedemer; Qingying Gao; Dezhi Luo; Yaoyao Qian; Lianyu Huang; Zelong Hong; Jiahui Ge; Qianli Ma; et al. (CoRR, 2026)

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering. - Xiaomin Li; Jianheng Hou; Zheyuan Deng; Zhiwei Zhang; Taoran Li; Binghang Lu; Bin Hu 001; Yunhan Zhao; Yuexing Hao (CoRR, 2026)