VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

29 May 2025

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Papers citing "VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning"

12 / 12 papers shown

Title
Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models Yunlong Tang Jing Bi Pinxin Liu Zhenyu Pan Mingqian Feng ... Zeliang Zhang Daiki Shimada Han Liu Jiebo Luo Chenliang Xu MLLM OffRL VLM LRM 550 8 0 06 Oct 2025
Unlocking Vision-Language Models for Video Anomaly Detection via Fine-Grained Prompting Shu Zou Xinyu Tian Lukas Wesemann Fabian Waschkowski Zhaoyuan Yang Jing Zhang VLM 142 0 0 02 Oct 2025
Reinforcement Learning in Vision: A Survey Weijia Wu Chen Gao Joya Chen Kevin Lin Qingwei Meng Yiming Zhang Yuke Qiu Hong Zhou Mike Zheng Shou 253 2 0 11 Aug 2025
DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection Dezhi An Wenqiang Liu Kefan Wang Zening chen Jun Lu Shengcai Zhang 89 0 0 28 Jul 2025
EventVAD: Training-Free Event-Aware Video Anomaly Detection Yihua Shao Haojin He Sijie Li Siyu Chen Xinwei Long ... Ao Ma Xinze Wang Hao Tang Yan Wang Shuyan Li 160 2 0 17 Apr 2025
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Xinhao Li Ziang Yan Desen Meng Yi Liu Xiangyu Zeng Yinan He Yun Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 682 111 0 09 Apr 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 481 212 0 27 Mar 2025
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model Hengguang Zhou Xirui Li Ruochen Wang Minhao Cheng Tianyi Zhou Cho-Jui Hsieh OffRL LRM ReLM 321 118 0 07 Mar 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 639 2,563 0 20 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 1.2K 5,160 0 22 Jan 2025
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 458 174 1 15 Nov 2024
Learnable Expansion of Graph Operators for Multi-Modal Feature FusionInternational Conference on Learning Representations (ICLR), 2024 Dexuan Ding Lei Wang Liyun Zhu Tom Gedeon Piotr Koniusz 321 15 0 02 Oct 2024