LABSHIELD: A Multimodal Benchmark for Safety-Critical Reasoning and Planning in Scientific Laboratories. - Qianpu Sun; Xiaowei Chi; Yuhan Rui; Ying Li 128; Kuangzhi Ge; Jiajun Li; Sirui Han; Shanghang Zhang (CoRR, 2026)

ProDrive: Proactive Planning for Autonomous Driving via Ego-Environment Co-Evolution. - Chuyao Fu; Shengzhe Gan; Zhuoli Ouyang; Yuhan Rui; Xiaowei Chi; Sirui Han; Jiankun Wang 001; Hong Zhang 013 (CoRR, 2026)