Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yuan, Li, Ouxiang, Xu, Yulong, Liao, Borui, Liang, Jiajun, Li, Jinghan, Wang, Meng, Wang, Xintao, Wan, Pengfei, Liu, Kuien, Wang, Xiang |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Thinking with Frames: Generative Video Distortion Evaluation via Frame Reward Model
by: Wang, Yuan, et al.
Published: (2026)
by: Wang, Yuan, et al.
Published: (2026)
VR-Thinker: Boosting Video Reward Models through Thinking-with-Image Reasoning
by: Wang, Qunzhong, et al.
Published: (2025)
by: Wang, Qunzhong, et al.
Published: (2025)
Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters
by: Wang, Yuan, et al.
Published: (2024)
by: Wang, Yuan, et al.
Published: (2024)
Analytic Score Optimization for Multi Dimension Video Quality Assessment
by: Lin, Boda, et al.
Published: (2026)
by: Lin, Boda, et al.
Published: (2026)
Parameter-Efficient Subspace Decoupling ViT for Mitigating Multi-Task Negative Transfer in Histological Scoring
by: Huang, Youhan, et al.
Published: (2026)
by: Huang, Youhan, et al.
Published: (2026)
Rethinking Reward Signals in Video GRPO: When Scores Become Targets
by: Li, Rui, et al.
Published: (2025)
by: Li, Rui, et al.
Published: (2025)
GARDO: Reinforcing Diffusion Models without Reward Hacking
by: He, Haoran, et al.
Published: (2025)
by: He, Haoran, et al.
Published: (2025)
Easier Painting Than Thinking: Can Text-to-Image Models Set the Stage, but Not Direct the Play?
by: Li, Ouxiang, et al.
Published: (2025)
by: Li, Ouxiang, et al.
Published: (2025)
Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding
by: Hu, Pengfei, et al.
Published: (2025)
by: Hu, Pengfei, et al.
Published: (2025)
VideoScore2: Think before You Score in Generative Video Evaluation
by: He, Xuan, et al.
Published: (2025)
by: He, Xuan, et al.
Published: (2025)
Scaling Image and Video Generation via Test-Time Evolutionary Search
by: He, Haoran, et al.
Published: (2025)
by: He, Haoran, et al.
Published: (2025)
Geometry-Aware Implicit Memory for Video World Models
by: Wei, Zhengxuan, et al.
Published: (2026)
by: Wei, Zhengxuan, et al.
Published: (2026)
A Reason-then-Describe Instruction Interpreter for Controllable Video Generation
by: Wu, Shengqiong, et al.
Published: (2025)
by: Wu, Shengqiong, et al.
Published: (2025)
Reinforcing Video Reasoning with Focused Thinking
by: Dang, Jisheng, et al.
Published: (2025)
by: Dang, Jisheng, et al.
Published: (2025)
UniVideo: Unified Understanding, Generation, and Editing for Videos
by: Wei, Cong, et al.
Published: (2025)
by: Wei, Cong, et al.
Published: (2025)
EditScore: Unlocking Online RL for Image Editing via High-Fidelity Reward Modeling
by: Luo, Xin, et al.
Published: (2025)
by: Luo, Xin, et al.
Published: (2025)
StyleMaster: Stylize Your Video with Artistic Generation and Translation
by: Ye, Zixuan, et al.
Published: (2024)
by: Ye, Zixuan, et al.
Published: (2024)
GameFactory: Creating New Games with Generative Interactive Videos
by: Yu, Jiwen, et al.
Published: (2025)
by: Yu, Jiwen, et al.
Published: (2025)
Beyond Where to Look: Trajectory-Guided Reinforcement Learning for Multimodal RLVR
by: Lu, Jinda, et al.
Published: (2026)
by: Lu, Jinda, et al.
Published: (2026)
PatchVSR: Breaking Video Diffusion Resolution Limits with Patch-wise Video Super-Resolution
by: Du, Shian, et al.
Published: (2025)
by: Du, Shian, et al.
Published: (2025)
End-to-End Video Question Answering with Frame Scoring Mechanisms and Adaptive Sampling
by: Liang, Jianxin, et al.
Published: (2024)
by: Liang, Jianxin, et al.
Published: (2024)
Thinking with Spatial Code for Physical-World Video Reasoning
by: Chen, Jieneng, et al.
Published: (2026)
by: Chen, Jieneng, et al.
Published: (2026)
Target-Balanced Score Distillation
by: Xu, Zhou, et al.
Published: (2025)
by: Xu, Zhou, et al.
Published: (2025)
Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?
by: Cheng, Junhao, et al.
Published: (2025)
by: Cheng, Junhao, et al.
Published: (2025)
RelightMaster: Precise Video Relighting with Multi-plane Light Images
by: Bian, Weikang, et al.
Published: (2025)
by: Bian, Weikang, et al.
Published: (2025)
VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning
by: Wang, Zikang, et al.
Published: (2025)
by: Wang, Zikang, et al.
Published: (2025)
MultiShotMaster: A Controllable Multi-Shot Video Generation Framework
by: Wang, Qinghe, et al.
Published: (2025)
by: Wang, Qinghe, et al.
Published: (2025)
Bad Seeing or Bad Thinking? Rewarding Perception for Vision-Language Reasoning
by: Wang, Haozhe, et al.
Published: (2026)
by: Wang, Haozhe, et al.
Published: (2026)
ConceptMaster: Multi-Concept Video Customization on Diffusion Transformer Models Without Test-Time Tuning
by: Huang, Yuzhou, et al.
Published: (2025)
by: Huang, Yuzhou, et al.
Published: (2025)
FullDiT: Multi-Task Video Generative Foundation Model with Full Attention
by: Ju, Xuan, et al.
Published: (2025)
by: Ju, Xuan, et al.
Published: (2025)
SketchVideo: Sketch-based Video Generation and Editing
by: Liu, Feng-Lin, et al.
Published: (2025)
by: Liu, Feng-Lin, et al.
Published: (2025)
DecMem: Towards Minute-Long Consistent World Generation with Decoupled Memory
by: Yang, Zhenhao, et al.
Published: (2026)
by: Yang, Zhenhao, et al.
Published: (2026)
Learning Video Generation for Robotic Manipulation with Collaborative Trajectory Control
by: Fu, Xiao, et al.
Published: (2025)
by: Fu, Xiao, et al.
Published: (2025)
Enhancing Multi-Modal LLMs Reasoning via Difficulty-Aware Group Normalization
by: Li, Jinghan, et al.
Published: (2026)
by: Li, Jinghan, et al.
Published: (2026)
HumanScore: Benchmarking Human Motions in Generated Videos
by: Fang, Yusu, et al.
Published: (2026)
by: Fang, Yusu, et al.
Published: (2026)
SPEED: Scalable, Precise, and Efficient Concept Erasure for Diffusion Models
by: Li, Ouxiang, et al.
Published: (2025)
by: Li, Ouxiang, et al.
Published: (2025)
Decoupled Functional Evaluation of Autonomous Driving Models via Feature Map Quality Scoring
by: Zhang, Ludan, et al.
Published: (2025)
by: Zhang, Ludan, et al.
Published: (2025)
CrossScore: Towards Multi-View Image Evaluation and Scoring
by: Wang, Zirui, et al.
Published: (2024)
by: Wang, Zirui, et al.
Published: (2024)
Flow-GRPO: Training Flow Matching Models via Online RL
by: Liu, Jie, et al.
Published: (2025)
by: Liu, Jie, et al.
Published: (2025)
UniMMVSR: A Unified Multi-Modal Framework for Cascaded Video Super-Resolution
by: Du, Shian, et al.
Published: (2025)
by: Du, Shian, et al.
Published: (2025)
Similar Items
-
Thinking with Frames: Generative Video Distortion Evaluation via Frame Reward Model
by: Wang, Yuan, et al.
Published: (2026) -
VR-Thinker: Boosting Video Reward Models through Thinking-with-Image Reasoning
by: Wang, Qunzhong, et al.
Published: (2025) -
Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters
by: Wang, Yuan, et al.
Published: (2024) -
Analytic Score Optimization for Multi Dimension Video Quality Assessment
by: Lin, Boda, et al.
Published: (2026) -
Parameter-Efficient Subspace Decoupling ViT for Mitigating Multi-Task Negative Transfer in Histological Scoring
by: Huang, Youhan, et al.
Published: (2026)