"video reasoning" Papers

10 papers found

DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Jinyoung Park, Jeehye Na, Jinyoung Kim et al.

NEURIPS 2025arXiv:2506.07464
28
citations

Flexible Frame Selection for Efficient Video Reasoning

Shyamal Buch, Arsha Nagrani, Anurag Arnab et al.

CVPR 2025
10
citations

MINERVA: Evaluating Complex Video Reasoning

Arsha Nagrani, Sachit Menon, Ahmet Iscen et al.

ICCV 2025arXiv:2505.00681
10
citations

OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?

Junbo Niu, Yifei Li, Ziyang Miao et al.

CVPR 2025arXiv:2501.05510
40
citations

ROVER: Recursive Reasoning Over Videos with Vision-Language Models for Embodied Tasks

Philip Schroeder, Ondrej Biza, Thomas Weng et al.

NEURIPS 2025oralarXiv:2508.01943

VideoChat-R1.5: Visual Test-Time Scaling to Reinforce Multimodal Reasoning by Iterative Perception

Ziang Yan, Yinan He, Xinhao Li et al.

NEURIPS 2025oralarXiv:2509.21100
16
citations

Video-R1: Reinforcing Video Reasoning in MLLMs

Kaituo Feng, Kaixiong Gong, Bohao Li et al.

NEURIPS 2025oralarXiv:2503.21776
257
citations

VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning

Qi Wang, Yanrui Yu, Ye Yuan et al.

NEURIPS 2025oralarXiv:2505.12434
34
citations

When Thinking Drifts: Evidential Grounding for Robust Video Reasoning

Romy Luo, Zihui (Sherry) Xue, Alex Dimakis et al.

NEURIPS 2025arXiv:2510.06077
4
citations

Video-of-Thought: Step-by-Step Video Reasoning from Perception to Cognition

Hao Fei, Shengqiong Wu, Wei Ji et al.

ICML 2024oralarXiv:2501.03230
146
citations