Copertina

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Wang, Yibin, Li, Zhimin, Zang, Yuhang, Wang, Chunyu, Lu, Qinglin, Jin, Cheng, Wang, Jiaqi
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Unified Reward Model for Multimodal Understanding and Generation
di: Wang, Yibin, et al.
Pubblicazione: (2025)

Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning
di: Wang, Yibin, et al.
Pubblicazione: (2025)

Unified Personalized Reward Model for Vision Generation
di: Wang, Yibin, et al.
Pubblicazione: (2026)

UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-Image Generation
di: Wang, Yibin, et al.
Pubblicazione: (2025)

Visual-RFT: Visual Reinforcement Fine-Tuning
di: Liu, Ziyu, et al.
Pubblicazione: (2025)

Visual Agentic Reinforcement Fine-Tuning
di: Liu, Ziyu, et al.
Pubblicazione: (2025)

Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought
di: Cheng, Zihui, et al.
Pubblicazione: (2025)

Bootstrapping Grounded Chain-of-Thought in Multimodal LLMs for Data-Efficient Model Adaptation
di: Xia, Jiaer, et al.
Pubblicazione: (2025)

ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning
di: Ding, Shengyuan, et al.
Pubblicazione: (2025)

Fine-Grained GRPO for Precise Preference Alignment in Flow Models
di: Zhou, Yujie, et al.
Pubblicazione: (2025)

Generative Visual Chain-of-Thought for Image Editing
di: Yin, Zijin, et al.
Pubblicazione: (2026)

Refinement via Regeneration: Enlarging Modification Space Boosts Image Refinement in Unified Multimodal Models
di: Guo, Jiayi, et al.
Pubblicazione: (2026)

DiCache: Let Diffusion Model Determine Its Own Cache
di: Bu, Jiazi, et al.
Pubblicazione: (2025)

SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models
di: Jin, Weiyang, et al.
Pubblicazione: (2025)

PromptEnhancer: A Simple Approach to Enhance Text-to-Image Models via Chain-of-Thought Prompt Rewriting
di: Wang, Linqing, et al.
Pubblicazione: (2025)

Unified Scene Representation and Reconstruction for 3D Large Language Models
di: Chu, Tao, et al.
Pubblicazione: (2024)

$AutoDrive\text{-}P^3$: Unified Chain of Perception-Prediction-Planning Thought via Reinforcement Fine-Tuning
di: Ye, Yuqi, et al.
Pubblicazione: (2026)

BLM-Guard: Explainable Multimodal Ad Moderation with Chain-of-Thought and Policy-Aligned Rewards
di: Yang, Yiran, et al.
Pubblicazione: (2026)

MotionRFT: Unified Reinforcement Fine-Tuning for Text-to-Motion Generation
di: Tan, Xiaofeng, et al.
Pubblicazione: (2026)

Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models
di: Ma, Ji, et al.
Pubblicazione: (2026)

RGBX-R1: Visual Modality Chain-of-Thought Guided Reinforcement Learning for Multimodal Grounding
di: Wu, Jiahe, et al.
Pubblicazione: (2026)

USV: Unified Sparsification for Accelerating Video Diffusion Models
di: Wu, Xinjian, et al.
Pubblicazione: (2025)

SPARK: Synergistic Policy And Reward Co-Evolving Framework
di: Liu, Ziyu, et al.
Pubblicazione: (2025)

Relation-R1: Progressively Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relation Comprehension
di: Li, Lin, et al.
Pubblicazione: (2025)

SetCon: Towards Open-Ended Referring Segmentation via Set-Level Concept Prediction
di: Zhang, Zhixiong, et al.
Pubblicazione: (2026)

UniT: Unified Multimodal Chain-of-Thought Test-time Scaling
di: Chen, Leon Liangyu, et al.
Pubblicazione: (2026)

VLN-R1: Vision-Language Navigation via Reinforcement Fine-Tuning
di: Qi, Zhangyang, et al.
Pubblicazione: (2025)

ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
di: Gu, Jiawei, et al.
Pubblicazione: (2025)

Pave-GRPO: Beyond Instantaneous Guidance through Principled Average Velocity Decomposition
di: Ling, Pengyang, et al.
Pubblicazione: (2026)

ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning
di: Liao, Jiaqi, et al.
Pubblicazione: (2025)

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models
di: Sun, Haoyuan, et al.
Pubblicazione: (2025)

Visual Self-Refine: A Pixel-Guided Paradigm for Accurate Chart Parsing
di: Li, Jinsong, et al.
Pubblicazione: (2026)

DIVA: Harnessing the Representation Divergence in Unified Multimodal Models for Mutual Reinforcement
di: Lu, Renjie, et al.
Pubblicazione: (2026)

Arbitrary Generative Video Interpolation
di: Zhang, Guozhen, et al.
Pubblicazione: (2025)

Unveiling Chain of Step Reasoning for Vision-Language Models with Fine-grained Rewards
di: Chen, Honghao, et al.
Pubblicazione: (2025)

StreamingCoT: A Dataset for Temporal Dynamics and Multimodal Chain-of-Thought Reasoning in Streaming VideoQA
di: Hu, Yuhang, et al.
Pubblicazione: (2025)

UniREditBench: A Unified Reasoning-based Image Editing Benchmark
di: Han, Feng, et al.
Pubblicazione: (2025)

Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning
di: Sinha, Sanchit, et al.
Pubblicazione: (2026)

VLA-RFT: Vision-Language-Action Reinforcement Fine-tuning with Verified Rewards in World Simulators
di: Li, Hengtao, et al.
Pubblicazione: (2025)

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
di: Wang, Yaoting, et al.
Pubblicazione: (2025)