Cover Image

Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tang, Yolo Y., Shimada, Daiki, Hua, Hang, Huang, Chao, Bi, Jing, Feris, Rogerio, Xu, Chenliang
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Empowering LLMs with Pseudo-Untrimmed Videos for Audio-Visual Temporal Understanding
by: Tang, Yolo Yunlong, et al.
Published: (2024)

V2Xum-LLM: Cross-Modal Video Summarization with Temporal Prompt Instruction Tuning
by: Hua, Hang, et al.
Published: (2024)

VidComposition: Can MLLMs Analyze Compositions in Compiled Videos?
by: Tang, Yolo Y., et al.
Published: (2024)

CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion
by: Tang, Yolo Yunlong, et al.
Published: (2024)

Omni-Judge: Can Omni-LLMs Serve as Human-Aligned Judges for Text-Conditioned Audio-Video Generation?
by: Liang, Susan, et al.
Published: (2026)

Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models
by: Tang, Yolo Y., et al.
Published: (2025)

What to Do Next? Memorizing skills from Egocentric Instructional Video
by: Bi, Jing, et al.
Published: (2025)

Rethinking Audio-Visual Adversarial Vulnerability from Temporal and Modality Perspectives
by: Zhang, Zeliang, et al.
Published: (2025)

MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness
by: Tang, Yolo Y., et al.
Published: (2025)

Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal Prompting
by: Tang, Yunlong, et al.
Published: (2025)

Diagnosing Visual Reasoning: Challenges, Insights, and a Path Forward
by: Bi, Jing, et al.
Published: (2025)

Can VLMs Truly Forget? Benchmarking Training-Free Visual Concept Unlearning
by: Tan, Zhangyun, et al.
Published: (2026)

Video Understanding with Large Language Models: A Survey
by: Tang, Yolo Y., et al.
Published: (2023)

Latent Implicit Visual Reasoning
by: Li, Kelvin, et al.
Published: (2025)

DAVE: A VLM Vision Encoder for Document Understanding and Web Agents
by: Huang, Brandon, et al.
Published: (2025)

Video-R1: Reinforcing Video Reasoning in MLLMs
by: Feng, Kaituo, et al.
Published: (2025)

Video Text Preservation with Synthetic Text-Rich Videos
by: Liu, Ziyang, et al.
Published: (2025)

When to Think and When to Look: Uncertainty-Guided Lookback
by: Bi, Jing, et al.
Published: (2025)

TextToon: Real-Time Text Toonify Head Avatar from Single Video
by: Song, Luchuan, et al.
Published: (2024)

TTA-Vid: Generalized Test-Time Adaptation for Video Reasoning
by: Jahagirdar, Soumya Shamarao, et al.
Published: (2026)

SpaceR: Reinforcing MLLMs in Video Spatial Reasoning
by: Ouyang, Kun, et al.
Published: (2025)

VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning
by: Xu, Zishan, et al.
Published: (2025)

MementoGUI: Learning Agentic Multimodal Memory Control for Long-Horizon GUI Agents
by: Zeng, Ziyun, et al.
Published: (2026)

VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity
by: Bi, Jing, et al.
Published: (2025)

Unveiling Visual Perception in Language Models: An Attention Head Analysis Approach
by: Bi, Jing, et al.
Published: (2024)

LLMVA-GEBC: Large Language Model with Video Adapter for Generic Event Boundary Captioning
by: Tang, Yolo Yunlong, et al.
Published: (2023)

Multi-modal Segment Assemblage Network for Ad Video Editing with Importance-Coherence Reward
by: Tang, Yolo Yunlong, et al.
Published: (2022)

FreSca: Scaling in Frequency Space Enhances Diffusion Models
by: Huang, Chao, et al.
Published: (2025)

TDMM-LM: Bridging Facial Understanding and Animation via Language Models
by: Song, Luchuan, et al.
Published: (2026)

InterAct-Video: Reasoning-Rich Video QA for Urban Traffic
by: Vishal, Joseph Raj, et al.
Published: (2025)

Scaling Concept With Text-Guided Diffusion Models
by: Huang, Chao, et al.
Published: (2024)

World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
by: Wang, Weijie, et al.
Published: (2026)

VideoXum: Cross-modal Visual and Textural Summarization of Videos
by: Lin, Jingyang, et al.
Published: (2023)

Unifying Latent and Lexicon Representations for Effective Video-Text Retrieval
by: Liu, Haowei, et al.
Published: (2024)

Wan-R1: Verifiable-Reinforcement Learning for Video Reasoning
by: Liu, Ming, et al.
Published: (2026)

VTimeCoT: Thinking by Drawing for Video Temporal Grounding and Reasoning
by: Zhang, Jinglei, et al.
Published: (2025)

Composition-Grounded Data Synthesis for Visual Reasoning
by: Gu, Xinyi, et al.
Published: (2025)

Generative AI for Cel-Animation: A Survey
by: Tang, Yolo Y., et al.
Published: (2025)

DreamVideo: High-Fidelity Image-to-Video Generation with Image Retention and Text Guidance
by: Wang, Cong, et al.
Published: (2023)

UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning
by: Bai, Sule, et al.
Published: (2025)