Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought - Huang, Chao; Wang, Benfeng; Wang, Wei; Wen, Jie; Liu, Chengliang; Shen, Li; Cao, Xiaochun (Advances in Neural Information Processing Systems, 2025)