Proactive Reasoning-with-Retrieval Framework for Medical Multimodal Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Lehan, Qin, Yi, Yang, Honglong, Li, Xiaomeng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks
by: Wang, Lehan, et al.
Published: (2024)
by: Wang, Lehan, et al.
Published: (2024)
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration
by: Yang, Honglong, et al.
Published: (2025)
by: Yang, Honglong, et al.
Published: (2025)
Which Tool Response Should I Trust? Tool-Expertise-Aware Chest X-ray Agent with Multimodal Agentic Learning
by: Huai, Zheang, et al.
Published: (2026)
by: Huai, Zheang, et al.
Published: (2026)
Incentivizing Cardiologist-Like Reasoning in MLLMs for Interpretable Echocardiographic Diagnosis
by: Qin, Yi, et al.
Published: (2026)
by: Qin, Yi, et al.
Published: (2026)
FITA: Fine-grained Image-Text Aligner for Radiology Report Generation
by: Yang, Honglong, et al.
Published: (2024)
by: Yang, Honglong, et al.
Published: (2024)
ProactiveBench: Benchmarking Proactiveness in Multimodal Large Language Models
by: De Min, Thomas, et al.
Published: (2026)
by: De Min, Thomas, et al.
Published: (2026)
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models
by: Huang, Yu, et al.
Published: (2025)
by: Huang, Yu, et al.
Published: (2025)
Beyond Medical Diagnostics: How Medical Multimodal Large Language Models Think in Space
by: Trinh, Quoc-Huy, et al.
Published: (2026)
by: Trinh, Quoc-Huy, et al.
Published: (2026)
DDaTR: Dynamic Difference-aware Temporal Residual Network for Longitudinal Radiology Report Generation
by: Song, Shanshan, et al.
Published: (2025)
by: Song, Shanshan, et al.
Published: (2025)
Generative Giants, Retrieval Weaklings: Why do Multimodal Large Language Models Fail at Multimodal Retrieval?
by: Feng, Hengyi, et al.
Published: (2025)
by: Feng, Hengyi, et al.
Published: (2025)
Generalizable Entity Grounding via Assistance of Large Language Model
by: Qi, Lu, et al.
Published: (2024)
by: Qi, Lu, et al.
Published: (2024)
VAMPIRE: Uncovering Vessel Directional and Morphological Information from OCTA Images for Cardiovascular Disease Risk Factor Prediction
by: Wang, Lehan, et al.
Published: (2025)
by: Wang, Lehan, et al.
Published: (2025)
Neurons: Emulating the Human Visual Cortex Improves Fidelity and Interpretability in fMRI-to-Video Reconstruction
by: Wang, Haonan, et al.
Published: (2025)
by: Wang, Haonan, et al.
Published: (2025)
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning
by: Gu, Zishan, et al.
Published: (2024)
by: Gu, Zishan, et al.
Published: (2024)
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
by: Wang, Yueqian, et al.
Published: (2025)
by: Wang, Yueqian, et al.
Published: (2025)
Reinforced Correlation Between Vision and Language for Precise Medical AI Assistant
by: Wang, Haonan, et al.
Published: (2025)
by: Wang, Haonan, et al.
Published: (2025)
GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models
by: Hu, Xiangdong, et al.
Published: (2026)
by: Hu, Xiangdong, et al.
Published: (2026)
Mario: Multimodal Graph Reasoning with Large Language Models
by: Sun, Yuanfu, et al.
Published: (2026)
by: Sun, Yuanfu, et al.
Published: (2026)
Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA
by: Karim, A H M Rezaul, et al.
Published: (2025)
by: Karim, A H M Rezaul, et al.
Published: (2025)
MultiEYE: Dataset and Benchmark for OCT-Enhanced Retinal Disease Recognition from Fundus Images
by: Wang, Lehan, et al.
Published: (2024)
by: Wang, Lehan, et al.
Published: (2024)
ViRectify: A Challenging Benchmark for Video Reasoning Correction with Multimodal Large Language Models
by: Hei, Xusen, et al.
Published: (2025)
by: Hei, Xusen, et al.
Published: (2025)
Med-Evo: Test-time Self-evolution for Medical Multimodal Large Language Models
by: Xu, Dunyuan, et al.
Published: (2026)
by: Xu, Dunyuan, et al.
Published: (2026)
EAGLE: Expert-Augmented Attention Guidance for Tuning-Free Industrial Anomaly Detection in Multimodal Large Language Models
by: Peng, Xiaomeng, et al.
Published: (2026)
by: Peng, Xiaomeng, et al.
Published: (2026)
Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning?
by: Dongfang, Zihao, et al.
Published: (2025)
by: Dongfang, Zihao, et al.
Published: (2025)
FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks
by: Wu, Peiran, et al.
Published: (2024)
by: Wu, Peiran, et al.
Published: (2024)
DUALVISION: RGB-Infrared Multimodal Large Language Models for Robust Visual Reasoning
by: Majeedi, Abrar, et al.
Published: (2026)
by: Majeedi, Abrar, et al.
Published: (2026)
LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models
by: Yao, Ruilin, et al.
Published: (2025)
by: Yao, Ruilin, et al.
Published: (2025)
Debiasing Multimodal Large Language Models via Penalization of Language Priors
by: Zhang, YiFan, et al.
Published: (2024)
by: Zhang, YiFan, et al.
Published: (2024)
A Medical Multimodal Large Language Model for Pediatric Pneumonia
by: Tian, Weiwei, et al.
Published: (2024)
by: Tian, Weiwei, et al.
Published: (2024)
AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models
by: Wang, Xinyi, et al.
Published: (2025)
by: Wang, Xinyi, et al.
Published: (2025)
Enhancing Spatial Reasoning in Multimodal Large Language Models through Reasoning-based Segmentation
by: Ning, Zhenhua, et al.
Published: (2025)
by: Ning, Zhenhua, et al.
Published: (2025)
PhysVLM-AVR: Active Visual Reasoning for Multimodal Large Language Models in Physical Environments
by: Zhou, Weijie, et al.
Published: (2025)
by: Zhou, Weijie, et al.
Published: (2025)
VidGen-1M: A Large-Scale Dataset for Text-to-video Generation
by: Tan, Zhiyu, et al.
Published: (2024)
by: Tan, Zhiyu, et al.
Published: (2024)
UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation
by: Zhang, Qihui, et al.
Published: (2025)
by: Zhang, Qihui, et al.
Published: (2025)
Reasoning Guided Embeddings: Leveraging MLLM Reasoning for Improved Multimodal Retrieval
by: Liu, Chunxu, et al.
Published: (2025)
by: Liu, Chunxu, et al.
Published: (2025)
ProFocus: Proactive Perception and Focused Reasoning in Vision-and-Language Navigation
by: Xue, Wei, et al.
Published: (2026)
by: Xue, Wei, et al.
Published: (2026)
ReasonCD: A Multimodal Reasoning Large Model for Implicit Change-of-Interest Semantic Mining
by: Huang, Zhenyang, et al.
Published: (2025)
by: Huang, Zhenyang, et al.
Published: (2025)
SOVABench: A Vehicle Surveillance Action Retrieval Benchmark for Multimodal Large Language Models
by: Rabasseda, Oriol, et al.
Published: (2026)
by: Rabasseda, Oriol, et al.
Published: (2026)
Language-Instructed Reasoning for Group Activity Detection via Multimodal Large Language Model
by: Peng, Jihua, et al.
Published: (2025)
by: Peng, Jihua, et al.
Published: (2025)
Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models
by: Chen, Qiuhui, et al.
Published: (2025)
by: Chen, Qiuhui, et al.
Published: (2025)
Similar Items
-
Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks
by: Wang, Lehan, et al.
Published: (2024) -
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration
by: Yang, Honglong, et al.
Published: (2025) -
Which Tool Response Should I Trust? Tool-Expertise-Aware Chest X-ray Agent with Multimodal Agentic Learning
by: Huai, Zheang, et al.
Published: (2026) -
Incentivizing Cardiologist-Like Reasoning in MLLMs for Interpretable Echocardiographic Diagnosis
by: Qin, Yi, et al.
Published: (2026) -
FITA: Fine-grained Image-Text Aligner for Radiology Report Generation
by: Yang, Honglong, et al.
Published: (2024)