Papers
61 papers found
VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning
Zishan Xu, Yifu Guo, Yuquan Lu et al.
VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice
Shuming Liu, Mingchen Zhuge, Changsheng Zhao et al.
TiViBench: Benchmarking Think-in-Video Reasoning for Video Generation
Harold Haodong Chen, Disen Lan, Wen-Jie Shu et al.
Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos
Songtao Jiang, Sibo Song, Chenyi Zhou et al.
DART: Disambiguation-Aware Reasoning for Video-guided Machine Translation
Boyu Guan, Chuang Han, Yang Zhao et al.
VIRST: Video-Instructed Reasoning Assistant for SpatioTemporal Segmentation
Jihwan Hong, Jaeyoung Do
VideoPro: Adaptive Program Reasoning for Long Video Understanding
Chenglin Li, Feng Han, Yikun Wang et al.
VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
Yufei Yin, Qianke Meng, Minghao Chen et al.
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm
Jingqi Tong, Yurong Mou, Hangcheng Li et al.
Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning
Haoji Zhang, Xin Gu, Jiawen Li et al.
VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning
Zhongan Wang, Xiaoyu Wen, Lingxiao Du et al.
VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning
Zikang Wang, Boyu Chen, Zhengrong Yue et al.
Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning
Jialong Qin, Xin Zou, Di Lu et al.
CrossVid: A Comprehensive Benchmark for Evaluating Cross-Video Reasoning in Multimodal Large Language Models
Jingyao Li, Jingyun Wang, Molin Tan et al.
ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models
Jiaxin Liu, Zhaolu Kang
Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory
Zhengtong Zhu, Jiaqing Fan, Zhixuan Liu et al.
Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
Yifan Li, YuKai Gu, Yingqian Min et al.
APPO: Attention-guided Perception Policy Optimization for Video Reasoning
Henghui Du, Chang Zhou, Xi Chen et al.
A Multi-Agent Perception-Action Alliance for Efficient Long Video Reasoning
Yichang Xu, Gaowen Liu, Ramana Rao Kompella et al.
Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning
Xuchen Li, Xuzhao Li, Shiyu Hu et al.
CURVE: A Benchmark for Cultural and Multilingual Long Video Reasoning
Darshan Singh, Arsha Nagrani, Kawshik Manikantan et al.
Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning
Songyuan Yang, Weijiang Yu, Jilin Ma et al.
Act2See: Emergent Active Visual Perception for Video Reasoning
Martin Q. Ma, Yuxiao Qu, Aditya Agrawal et al.
SAGE: Training Smart Any-Horizon Agents for Long Video Reasoning with Reinforcement Learning
Jitesh Jain, Allen AI blank, Jialuo Li et al.
Incentivizing Versatile Video Reasoning in MLLMs via Data-Efficient Reinforcement Learning
Xiaodong Wang, Zhirong Wu, Langling Huang et al.