Computation and Language · Computer Science
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot
Xuejiao Zhao, Siyan Liu, Su-Yin Yang, Chunyan Miao
2025-06-30
Machine Learning · Computer Science
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
Peng Xia, Kangyu Zhu, Haoran Li, Tianze Wang +5
2025-03-04
Computation and Language · Computer Science
HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks
Zhe Chen, Yusheng Liao, Zhiyuan Zhu, Haolin Li +3
2026-05-05
Artificial Intelligence · Computer Science
MedCoRAG: Interpretable Hepatology Diagnosis via Hybrid Evidence Retrieval and Multispecialty Consensus
Zheng Li, Jiayi Xu, Zhikai Hu, Hechang Chen +3
2026-03-06
Computation and Language · Computer Science
Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models
Shuai Niu, Jing Ma, Hongzhan Lin, Liang Bai +4
2025-07-15
Computation and Language · Computer Science
DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients
Yuxing Lu, Gecheng Fu, Wei Wu, Xukai Zhao +2
2025-05-27
Artificial Intelligence · Computer Science
MED-COPILOT: A Medical Assistant Powered by GraphRAG and Similar Patient Case Retrieval
Shuheng Chen, Namratha Patil, Haonan Pan, Angel Hsing-Chi Hwang +3
2026-03-03
Image and Video Processing · Electrical Eng. & Systems
MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis
Yuting Zhang, Kaishen Yuan, Hao Lu, Yutao Yue +2
2025-06-25
Computation and Language · Computer Science
The Multi-Round Diagnostic RAG Framework for Emulating Clinical Reasoning
Penglei Sun, Yixiang Chen, Xiang Li, Xiaowen Chu
2025-08-06
Computer Vision and Pattern Recognition · Computer Science
Concept-Enhanced Multimodal RAG: Towards Interpretable and Accurate Radiology Report Generation
Marco Salmè, Federico Siciliano, Fabrizio Silvestri, Paolo Soda +2
2026-02-18
Computer Vision and Pattern Recognition · Computer Science
Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks
Lehan Wang, Haonan Wang, Honglong Yang, Jiaji Mao +3
2025-04-08
Machine Learning · Computer Science
Agent-based Condition Monitoring Assistance with Multimodal Industrial Database Retrieval Augmented Generation
Karl Löwenmark, Daniel Strömbergsson, Chang Liu, Marcus Liwicki +1
2025-06-12
Artificial Intelligence · Computer Science
A Medical Multimodal Diagnostic Framework Integrating Vision-Language Models and Logic Tree Reasoning
Zelin Zang, Wenyi Gu, Siqi Ma, Dan Yang +5
2025-12-29
Computation and Language · Computer Science
Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions
Guangzhi Xiong, Qiao Jin, Xiao Wang, Minjia Zhang +2
2024-10-14
Computation and Language · Computer Science
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering
Nghia Trung Ngo, Chien Van Nguyen, Franck Dernoncourt, Thien Huu Nguyen
2024-11-15
Computation and Language · Computer Science
HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning
Xingyu Tan, Xiaoyang Wang, Qing Liu, Xiwei Xu +3
2025-09-22
Computation and Language · Computer Science
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
Wenhao Wu, Zhentao Tang, Yafu Li, Shixiong Kai +3
2026-03-25
Computation and Language · Computer Science
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge
Mohammad Reza Rezaei, Reza Saadati Fard, Jayson L. Parker, Rahul G. Krishnan +1
2025-07-01
Artificial Intelligence · Computer Science
Multi-RAG: A Multimodal Retrieval-Augmented Generation System for Adaptive Video Understanding
Mingyang Mao, Mariela M. Perez-Cabarcas, Utteja Kallakuri, Nicholas R. Waytowich +2
2025-11-13
Computer Vision and Pattern Recognition · Computer Science
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models
Yu Huang, Zelin Peng, Yichen Zhao, Piao Yang +2
2025-06-13
Computer Vision and Pattern Recognition · Computer Science
Proactive Reasoning-with-Retrieval Framework for Medical Multimodal Large Language Models
Lehan Wang, Yi Qin, Honglong Yang, Xiaomeng Li
2025-10-22
Computer Vision and Pattern Recognition · Computer Science
MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text
Ronghao Xu, Zhen Huang, Yangbo Wei, Xiaoqian Zhou +4
2025-08-18
Artificial Intelligence · Computer Science
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning
Zishan Gu, Fenglin Liu, Changchang Yin, Ping Zhang
2024-05-21
Artificial Intelligence · Computer Science
MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
Yu Zhao, Hao Guan, Yongcheng Jing, Ying Zhang +1
2026-02-10