VAV-R1: Difficulty-Aware Multimodal Reasoning for Video Anomaly Validation.

@inproceedings{liu-2026-vavr1, author = {Jiang Liu and Yuhang Liu and Juan Yang and Qianhao Ren and Yutong Wang and Zhongjiang He and Jingmin Xin and Hao Sun}, editor = {Stevan Rudinac and Zi Huang and Marcel Worring and Lucia Vadicamo and Xirong Li and Pascal Mettes and Lizi Liao}, title = {{VAV-R1: Difficulty-Aware Multimodal Reasoning for Video Anomaly Validation}}, booktitle = {{Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026}}, pages = {2768--2772}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805622.3810731}, doi = {https://doi.org/10.1145/3805622.3810731} }