MMC: Iterative Refinement of VLM Reasoning via MCTS-based Multimodal Critique
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Shuhang, Zhang, Zhenrong, Hu, Pengfei, Ma, Jiefeng, Du, Jun, Wang, Qing, Zhang, Jianshu, Liu, Quan, Gao, Jianqing, Ma, Feng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
PRM-BAS: Enhancing Multimodal Reasoning through PRM-guided Beam Annealing Search
by: Hu, Pengfei, et al.
Published: (2025)
by: Hu, Pengfei, et al.
Published: (2025)
Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration
by: Pan, Yicheng, et al.
Published: (2025)
by: Pan, Yicheng, et al.
Published: (2025)
DocMamba: Efficient Document Pre-training with State Space Model
by: Hu, Pengfei, et al.
Published: (2024)
by: Hu, Pengfei, et al.
Published: (2024)
THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning
by: Chang, Qikai, et al.
Published: (2025)
by: Chang, Qikai, et al.
Published: (2025)
SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas
by: Ma, Chenghao, et al.
Published: (2025)
by: Ma, Chenghao, et al.
Published: (2025)
UniTabNet: Bridging Vision and Language Models for Enhanced Table Structure Recognition
by: Zhang, Zhenrong, et al.
Published: (2024)
by: Zhang, Zhenrong, et al.
Published: (2024)
See then Tell: Enhancing Key Information Extraction with Vision Grounding
by: Liu, Shuhang, et al.
Published: (2024)
by: Liu, Shuhang, et al.
Published: (2024)
ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs
by: Cui, Shiyao, et al.
Published: (2025)
by: Cui, Shiyao, et al.
Published: (2025)
HDA-SELD: Hierarchical Cross-Modal Distillation with Multi-Level Data Augmentation for Low-Resource Audio-Visual Sound Event Localization and Detection
by: Wang, Qing, et al.
Published: (2025)
by: Wang, Qing, et al.
Published: (2025)
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks
by: Wu, Jianyu, et al.
Published: (2025)
by: Wu, Jianyu, et al.
Published: (2025)
History-Guided Iterative Visual Reasoning with Self-Correction
by: Yang, Xinglong, et al.
Published: (2026)
by: Yang, Xinglong, et al.
Published: (2026)
MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
by: Yang, Xiaocui, et al.
Published: (2024)
by: Yang, Xiaocui, et al.
Published: (2024)
Harnessing Multimodal Large Language Models for Personalized Product Search with Query-aware Refinement
by: Zhang, Beibei, et al.
Published: (2025)
by: Zhang, Beibei, et al.
Published: (2025)
Latent Swap Joint Diffusion for 2D Long-Form Latent Generation
by: Dai, Yusheng, et al.
Published: (2025)
by: Dai, Yusheng, et al.
Published: (2025)
Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning
by: Zhao, Yu, et al.
Published: (2025)
by: Zhao, Yu, et al.
Published: (2025)
RoboTron-Mani: All-in-One Multimodal Large Model for Robotic Manipulation
by: Yan, Feng, et al.
Published: (2024)
by: Yan, Feng, et al.
Published: (2024)
Frozen LVLMs for Micro-Video Recommendation: A Systematic Study of Feature Extraction and Fusion
by: Sun, Huatuan, et al.
Published: (2025)
by: Sun, Huatuan, et al.
Published: (2025)
Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles
by: Wang, Zihan, et al.
Published: (2024)
by: Wang, Zihan, et al.
Published: (2024)
Mitigating Multimodal Inconsistency via Cognitive Dual-Pathway Reasoning for Intent Recognition
by: Wang, Yifan, et al.
Published: (2026)
by: Wang, Yifan, et al.
Published: (2026)
Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition
by: Zhou, Qianrui, et al.
Published: (2026)
by: Zhou, Qianrui, et al.
Published: (2026)
XEmoGPT: An Explainable Multimodal Emotion Recognition Framework with Cue-Level Perception and Reasoning
by: Zhang, Hanwen, et al.
Published: (2026)
by: Zhang, Hanwen, et al.
Published: (2026)
Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding
by: Zhang, Hanlei, et al.
Published: (2024)
by: Zhang, Hanlei, et al.
Published: (2024)
Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention
by: Liu, Moyang, et al.
Published: (2025)
by: Liu, Moyang, et al.
Published: (2025)
FakeSV-VLM: Taming VLM for Detecting Fake Short-Video News via Progressive Mixture-Of-Experts Adapter
by: Wang, Junxi, et al.
Published: (2025)
by: Wang, Junxi, et al.
Published: (2025)
MMESGBench: Pioneering Multimodal Understanding and Complex Reasoning Benchmark for ESG Tasks
by: Zhang, Lei, et al.
Published: (2025)
by: Zhang, Lei, et al.
Published: (2025)
StyleSpeaker: Audio-Enhanced Fine-Grained Style Modeling for Speech-Driven 3D Facial Animation
by: Yang, An, et al.
Published: (2025)
by: Yang, An, et al.
Published: (2025)
Music Grounding by Short Video
by: Xin, Zijie, et al.
Published: (2024)
by: Xin, Zijie, et al.
Published: (2024)
SRFUND: A Multi-Granularity Hierarchical Structure Reconstruction Benchmark in Form Understanding
by: Ma, Jiefeng, et al.
Published: (2024)
by: Ma, Jiefeng, et al.
Published: (2024)
Stable Multimodal Graph Unlearning via Feature-Dimension Aware Quantile Selection
by: Zhou, Jingjing, et al.
Published: (2026)
by: Zhou, Jingjing, et al.
Published: (2026)
Hierarchical Refinement of Universal Multimodal Attacks on Vision-Language Models
by: Zhang, Peng-Fei, et al.
Published: (2026)
by: Zhang, Peng-Fei, et al.
Published: (2026)
FineBadminton: A Multi-Level Dataset for Fine-Grained Badminton Video Understanding
by: He, Xusheng, et al.
Published: (2025)
by: He, Xusheng, et al.
Published: (2025)
State-Anchored Complete-View Distillation for Robust Conversational Multimodal Emotion Recognition
by: Pan, Zhaoyan, et al.
Published: (2026)
by: Pan, Zhaoyan, et al.
Published: (2026)
Probing Commonsense Reasoning Capability of Text-to-Image Generative Models via Non-visual Description
by: Pan, Mianzhi, et al.
Published: (2023)
by: Pan, Mianzhi, et al.
Published: (2023)
Tailored Teaching with Balanced Difficulty: Elevating Reasoning in Multimodal Chain-of-Thought via Prompt Curriculum
by: Yang, Xinglong, et al.
Published: (2025)
by: Yang, Xinglong, et al.
Published: (2025)
3DMambaIPF: A State Space Model for Iterative Point Cloud Filtering via Differentiable Rendering
by: Zhou, Qingyuan, et al.
Published: (2024)
by: Zhou, Qingyuan, et al.
Published: (2024)
AcoustEmo: Open-Vocabulary Emotion Reasoning via Utterance-Aware Acoustic Q-Former
by: Zhang, Liyun, et al.
Published: (2026)
by: Zhang, Liyun, et al.
Published: (2026)
Dynamic Interaction-Aware and Causality-Disentangled Framework for Multimodal Sentiment Analysis
by: Dong, Guangyuan, et al.
Published: (2026)
by: Dong, Guangyuan, et al.
Published: (2026)
Multimodal Emotion Recognition with Large Language Models
by: Zhang, Hongrui, et al.
Published: (2026)
by: Zhang, Hongrui, et al.
Published: (2026)
EmpathyEar: An Open-source Avatar Multimodal Empathetic Chatbot
by: Fei, Hao, et al.
Published: (2024)
by: Fei, Hao, et al.
Published: (2024)
FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction
by: Shu, Dong, et al.
Published: (2025)
by: Shu, Dong, et al.
Published: (2025)
Similar Items
-
PRM-BAS: Enhancing Multimodal Reasoning through PRM-guided Beam Annealing Search
by: Hu, Pengfei, et al.
Published: (2025) -
Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration
by: Pan, Yicheng, et al.
Published: (2025) -
DocMamba: Efficient Document Pre-training with State Space Model
by: Hu, Pengfei, et al.
Published: (2024) -
THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning
by: Chang, Qikai, et al.
Published: (2025) -
SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas
by: Ma, Chenghao, et al.
Published: (2025)