MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yan, Zhonghao, Diao, Muxi, Yang, Yuxuan, Jing, Ruoyan, Xu, Jiayuan, Zhang, Kaizhou, Yang, Lele, Liu, Yanxi, Liang, Kongming, Ma, Zhanyu
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving
by: Diao, Muxi, et al.
Published: (2025)

Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting
by: Diao, Muxi, et al.
Published: (2026)

Toward Generalizable Forgery Detection and Reasoning
by: Gao, Yueying, et al.
Published: (2025)

Hepato-LLaVA: An Expert MLLM with Sparse Topo-Pack Attention for Hepatocellular Pathology Analysis on Whole Slide Images
by: Yang, Yuxuan, et al.
Published: (2026)

MedReason-R1: Learning to Reason for CT Diagnosis with Reinforcement Learning and Local Zoom
by: Li, Yifan, et al.
Published: (2025)

RO-Bench: Large-scale robustness evaluation of MLLMs with text-driven counterfactual videos
by: Yang, Zixi, et al.
Published: (2025)

From Simple to Professional: A Combinatorial Controllable Image Captioning Agent
by: Wang, Xinran, et al.
Published: (2024)

MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs
by: Wu, Juncheng, et al.
Published: (2025)

DetailVerifyBench: A Benchmark for Dense Hallucination Localization in Long Image Captions
by: Wang, Xinran, et al.
Published: (2026)

Harnessing Caption Detailness for Data-Efficient Text-to-Image Generation
by: Wang, Xinran, et al.
Published: (2025)

CineTechBench: A Benchmark for Cinematographic Technique Understanding and Generation
by: Wang, Xinran, et al.
Published: (2025)

AutoRed: A Free-form Adversarial Prompt Generation Framework for Automated Red Teaming
by: Diao, Muxi, et al.
Published: (2025)

PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation
by: Yan, Zhonghao, et al.
Published: (2025)

Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level
by: Deng, Andong, et al.
Published: (2024)

FairHuman: Boosting Hand and Face Quality in Human Image Generation with Minimum Potential Delay Fairness in Diffusion Models
by: Wang, Yuxuan, et al.
Published: (2025)

UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning
by: Liu, Ye, et al.
Published: (2025)

Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
by: Wang, Haozhe, et al.
Published: (2025)

Ampere‐Level 4000 h Parallel Alcohols Electro‐Refinery and Hydrogen Production
by: Pengju Yang, et al.
Published: (2025)

Pixel-Level Reasoning Segmentation via Multi-turn Conversations
by: Cai, Dexian, et al.
Published: (2025)

Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
by: Man, Yunze, et al.
Published: (2025)

Benchmarking Segmentation Models with Mask-Preserved Attribute Editing
by: Yin, Zijin, et al.
Published: (2024)

Visual Reasoning Tracer: Object-Level Grounded Reasoning Benchmark
by: Yuan, Haobo, et al.
Published: (2025)

DiffCoT: Diffusion-styled Chain-of-Thought Reasoning in LLMs
by: Cao, Shidong, et al.
Published: (2026)

ChronoMedKG: A Temporally-Grounded Biomedical Knowledge Graph and Benchmark for Clinical Reasoning
by: Ahmed, Md Shamim, et al.
Published: (2026)

Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models
by: Liu, Bingshuai, et al.
Published: (2023)

Canvas-of-Thought: Grounding Reasoning via Mutable Structured States
by: Sun, Lingzhuang, et al.
Published: (2026)

MedFrameQA: A Multi-Image Medical VQA Benchmark for Clinical Reasoning
by: Yu, Suhao, et al.
Published: (2025)

Evaluating Attribute Comprehension in Large Vision-Language Models
by: Zhang, Haiwen, et al.
Published: (2024)

Long Grounded Thoughts: Synthesizing Visual Problems and Reasoning Chains at Scale
by: Acuna, David, et al.
Published: (2025)

Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination
by: Li, Xinzhuo, et al.
Published: (2025)

TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation
by: Shu, Yan, et al.
Published: (2026)

DriveCoT: Integrating Chain-of-Thought Reasoning with End-to-End Driving
by: Wang, Tianqi, et al.
Published: (2024)

The Thinking Pixel: Recursive Sparse Reasoning in Multimodal Diffusion Latents
by: Sun, Yuwei, et al.
Published: (2026)

PubMed Reasoner: Dynamic Reasoning-based Retrieval for Evidence-Grounded Biomedical Question Answering
by: Zhang, Yiqing, et al.
Published: (2026)

PixelThink: Towards Efficient Chain-of-Pixel Reasoning
by: Wang, Song, et al.
Published: (2025)

IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation
by: Jiang, Yankai, et al.
Published: (2026)

Demystifying Long Chain-of-Thought Reasoning in LLMs
by: Yeo, Edward, et al.
Published: (2025)

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

MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation
by: Yang, Ling, et al.
Published: (2023)

Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation
by: Jing, Peiyuan, et al.
Published: (2025)