@article{vadr1towardsvideoanomalyreasoningvia,
  title = {Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought},
  author = {Chao Huang and Benfeng Wang and Jie Wen and Chengliang Liu and Wei Wang and Li Shen and Xiaochun Cao},
  year = {2025},
  eprint = {2505.19877},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.19877v1},
}