MMedExpert-R1: Strengthening Multimodal Medical Reasoning via Domain-Specific Adaptation and Clinical Guideline Reinforcement
Fuente:
arXiv
Saved in:
| Main Authors: | Ding, Meidan, Zhang, Jipeng, Wang, Wenxuan, Zhong, Haiqin, Luo, Xiaoling, Chen, Wenting, Shen, Linlin |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models
by: Ding, Meidan, et al.
Published: (2025)
by: Ding, Meidan, et al.
Published: (2025)
Benchmarking Egocentric Clinical Intent Understanding Capability for Medical Multimodal Large Language Models
by: Liu, Shaonan, et al.
Published: (2026)
by: Liu, Shaonan, et al.
Published: (2026)
A Survey of Multimodal Ophthalmic Diagnostics: From Task-Specific Approaches to Foundational Models
by: Luo, Xiaoling, et al.
Published: (2025)
by: Luo, Xiaoling, et al.
Published: (2025)
Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models
by: Chen, Wenting, et al.
Published: (2025)
by: Chen, Wenting, et al.
Published: (2025)
Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications
by: Wang, Wenxuan, et al.
Published: (2025)
by: Wang, Wenxuan, et al.
Published: (2025)
MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning
by: Xia, Peng, et al.
Published: (2025)
by: Xia, Peng, et al.
Published: (2025)
WSI-LLaVA: A Multimodal Large Language Model for Whole Slide Image
by: Liang, Yuci, et al.
Published: (2024)
by: Liang, Yuci, et al.
Published: (2024)
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization
by: Zhu, Kangyu, et al.
Published: (2024)
by: Zhu, Kangyu, et al.
Published: (2024)
MMedAgent: Learning to Use Medical Tools with Multi-modal Agent
by: Li, Binxu, et al.
Published: (2024)
by: Li, Binxu, et al.
Published: (2024)
DAMPER: A Dual-Stage Medical Report Generation Framework with Coarse-Grained MeSH Alignment and Fine-Grained Hypergraph Matching
by: Huang, Xiaofei, et al.
Published: (2024)
by: Huang, Xiaofei, et al.
Published: (2024)
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
by: Xia, Peng, et al.
Published: (2024)
by: Xia, Peng, et al.
Published: (2024)
GEM: Context-Aware Gaze EstiMation with Visual Search Behavior Matching for Chest Radiograph
by: Liu, Shaonan, et al.
Published: (2024)
by: Liu, Shaonan, et al.
Published: (2024)
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification
by: Yang, Zhuoqin, et al.
Published: (2025)
by: Yang, Zhuoqin, et al.
Published: (2025)
SurvAgent: Hierarchical CoT-Enhanced Case Banking and Dichotomy-Based Multi-Agent System for Multimodal Survival Prediction
by: Huang, Guolin, et al.
Published: (2025)
by: Huang, Guolin, et al.
Published: (2025)
HySurvPred: Multimodal Hyperbolic Embedding with Angle-Aware Hierarchical Contrastive Learning and Uncertainty Constraints for Survival Prediction
by: Yang, Jiaqi, et al.
Published: (2025)
by: Yang, Jiaqi, et al.
Published: (2025)
Strengthening the Clinical Practice Guideline Ecosystem
by: Nan Yang, et al.
Published: (2025)
by: Nan Yang, et al.
Published: (2025)
{S$^3$-Mamba}: Small-Size-Sensitive Mamba for Lesion Segmentation
by: Wang, Gui, et al.
Published: (2024)
by: Wang, Gui, et al.
Published: (2024)
WSI-Agents: A Collaborative Multi-Agent System for Multi-Modal Whole Slide Image Analysis
by: Lyu, Xinheng, et al.
Published: (2025)
by: Lyu, Xinheng, et al.
Published: (2025)
FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs
by: Wang, Xiaoqin, et al.
Published: (2025)
by: Wang, Xiaoqin, et al.
Published: (2025)
Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation
by: Chen, Wenting, et al.
Published: (2023)
by: Chen, Wenting, et al.
Published: (2023)
Fleming-R1: Toward Expert-Level Medical Reasoning via Reinforcement Learning
by: Liu, Chi, et al.
Published: (2025)
by: Liu, Chi, et al.
Published: (2025)
MedFact-R1: Towards Factual Medical Reasoning via Pseudo-Label Augmentation
by: Li, Gengliang, et al.
Published: (2025)
by: Li, Gengliang, et al.
Published: (2025)
Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization
by: Pi, Renjie, et al.
Published: (2024)
by: Pi, Renjie, et al.
Published: (2024)
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner
by: Zhang, Wenchuan, et al.
Published: (2025)
by: Zhang, Wenchuan, et al.
Published: (2025)
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation
by: Islam, Md Shazid, et al.
Published: (2023)
by: Islam, Md Shazid, et al.
Published: (2023)
ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL
by: Dai, Yaxun, et al.
Published: (2025)
by: Dai, Yaxun, et al.
Published: (2025)
GMAI-VL-R1: Harnessing Reinforcement Learning for Multimodal Medical Reasoning
by: Su, Yanzhou, et al.
Published: (2025)
by: Su, Yanzhou, et al.
Published: (2025)
DisFaceRep: Representation Disentanglement for Co-occurring Facial Components in Weakly Supervised Face Parsing
by: Wang, Xiaoqin, et al.
Published: (2025)
by: Wang, Xiaoqin, et al.
Published: (2025)
ACE-$M^3$: Automatic Capability Evaluator for Multimodal Medical Models
by: Zhang, Xiechi, et al.
Published: (2024)
by: Zhang, Xiechi, et al.
Published: (2024)
Vision-Language Models Encode Clinical Guidelines for Concept-Based Medical Reasoning
by: Harmanani, Mohamed, et al.
Published: (2026)
by: Harmanani, Mohamed, et al.
Published: (2026)
MedEinst: Benchmarking the Einstellung Effect in Medical LLMs through Counterfactual Differential Diagnosis
by: Chen, Wenting, et al.
Published: (2026)
by: Chen, Wenting, et al.
Published: (2026)
Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation
by: Yuan, Yifu, et al.
Published: (2025)
by: Yuan, Yifu, et al.
Published: (2025)
Skin-R1: Toward Trustworthy Clinical Reasoning for Dermatological Diagnosis
by: Liu, Zehao, et al.
Published: (2025)
by: Liu, Zehao, et al.
Published: (2025)
MMedFD: A Real-world Healthcare Benchmark for Multi-turn Full-Duplex Automatic Speech Recognition
by: Chen, Hongzhao, et al.
Published: (2025)
by: Chen, Hongzhao, et al.
Published: (2025)
Activation Space Selectable Kolmogorov-Arnold Networks
by: Yang, Zhuoqin, et al.
Published: (2024)
by: Yang, Zhuoqin, et al.
Published: (2024)
Medchain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence
by: Liu, Jie, et al.
Published: (2024)
by: Liu, Jie, et al.
Published: (2024)
FineMotion: A Dataset and Benchmark with both Spatial and Temporal Annotation for Fine-grained Motion Generation and Editing
by: Wu, Bizhu, et al.
Published: (2025)
by: Wu, Bizhu, et al.
Published: (2025)
Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models
by: Jiang, Songtao, et al.
Published: (2024)
by: Jiang, Songtao, et al.
Published: (2024)
The Need for Contextualised Clinical Practical Guidelines to Strengthen Professional Capacity in Rehabilitation Practice in Africa
by: Etienne Ngeh Ngeh, et al.
Published: (2026)
by: Etienne Ngeh Ngeh, et al.
Published: (2026)
Domain-Expert-Guided Hybrid Mixture-of-Experts for Medical AI: Integrating Data-Driven Learning with Clinical Priors
by: Gu, Jinchen, et al.
Published: (2026)
by: Gu, Jinchen, et al.
Published: (2026)
Similar Items
-
Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models
by: Ding, Meidan, et al.
Published: (2025) -
Benchmarking Egocentric Clinical Intent Understanding Capability for Medical Multimodal Large Language Models
by: Liu, Shaonan, et al.
Published: (2026) -
A Survey of Multimodal Ophthalmic Diagnostics: From Task-Specific Approaches to Foundational Models
by: Luo, Xiaoling, et al.
Published: (2025) -
Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models
by: Chen, Wenting, et al.
Published: (2025) -
Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications
by: Wang, Wenxuan, et al.
Published: (2025)