Cover Image

MedXAI: A Retrieval-Augmented and Self-Verifying Framework for Knowledge-Guided Medical Image Analysis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Urooj, Midhat, Banerjee, Ayan, Shaikh, Farhat, Thakur, Kuntal, Gupta, Sandeep
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

XAI-MeD: Explainable Knowledge Guided Neuro-Symbolic Framework for Domain Generalization and Rare Class Detection in Medical Imaging
by: Urooj, Midhat, et al.
Published: (2026)

Single Domain Generalization in Diabetic Retinopathy: A Neuro-Symbolic Learning Approach
by: Urooj, Midhat, et al.
Published: (2025)

NEURO-GUARD: Neuro-Symbolic Generalization and Unbiased Adaptive Routing for Diagnostics -- Explainable Medical AI
by: Urooj, Midhat, et al.
Published: (2025)

Accelerated Digital Twin Learning for Edge AI: A Comparison of FPGA and Mobile GPU
by: Xu, Bin, et al.
Published: (2025)

Human Knowledge Integrated Multi-modal Learning for Single Source Domain Generalization
by: Banerjee, Ayan, et al.
Published: (2026)

Experience with Single Domain Generalization in Real World Medical Imaging Deployments
by: Banerjee, Ayan, et al.
Published: (2026)

EMMA: Extracting Multiple physical parameters from Multimodal Data
by: Shaikh, Farhat, et al.
Published: (2026)

Recovering implicit physics model under real-world constraints
by: Banerjee, Ayan, et al.
Published: (2024)

Model Recovery at the Edge under Resource Constraints for Physical AI
by: Xu, Bin, et al.
Published: (2025)

Personalized Model-Based Design of Human Centric AI enabled CPS for Long term usage
by: Ngabonziza, Bernard, et al.
Published: (2026)

Enabling Physical AI at the Edge: Hardware-Accelerated Recovery of System Dynamics
by: Xu, Bin, et al.
Published: (2025)

HistoLens: An Interactive XAI Toolkit for Verifying and Mitigating Flaws in Vision-Language Models for Histopathology
by: Vissapragada, Sandeep, et al.
Published: (2025)

Self-MedRAG: a Self-Reflective Hybrid Retrieval-Augmented Generation Framework for Reliable Medical Question Answering
by: Ryan, Jessica, et al.
Published: (2026)

CPS-LLM: Large Language Model based Safe Usage Plan Generator for Human-in-the-Loop Human-in-the-Plant Cyber-Physical System
by: Banerjee, Ayan, et al.
Published: (2024)

A Two-Stage LLM Framework for Accessible and Verified XAI Explanations
by: Mermigkis, Georgios, et al.
Published: (2026)

MedCEG: Reinforcing Verifiable Medical Reasoning with Critical Evidence Graph
by: Mu, Linjie, et al.
Published: (2025)

MedBLIP: Fine-tuning BLIP for Medical Image Captioning
by: Limbu, Manshi, et al.
Published: (2025)

Knowledge Graph-Guided Retrieval Augmented Generation
by: Zhu, Xiangrong, et al.
Published: (2025)

MKRAG: Medical Knowledge Retrieval Augmented Generation for Medical Question Answering
by: Shi, Yucheng, et al.
Published: (2023)

MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient
by: Li, Yanzeng, et al.
Published: (2024)

CrossMed: A Multimodal Cross-Task Benchmark for Compositional Generalization in Medical Imaging
by: Singh, Pooja, et al.
Published: (2025)

XAI-CLIP: ROI-Guided Perturbation Framework for Explainable Medical Image Segmentation in Multimodal Vision-Language Models
by: Alzubaidi, Thuraya, et al.
Published: (2026)

Explainable AI: XAI-Guided Context-Aware Data Augmentation
by: Mersha, Melkamu Abay, et al.
Published: (2025)

Med-CoDE: Medical Critique based Disagreement Evaluation Framework
by: Gupta, Mohit, et al.
Published: (2025)

MedG-KRP: Medical Graph Knowledge Representation Probing
by: Rosenbaum, Gabriel R., et al.
Published: (2024)

MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing
by: Liu, Minghao, et al.
Published: (2025)

MedGellan: LLM-Generated Medical Guidance to Support Physicians
by: Banerjee, Debodeep, et al.
Published: (2025)

MedBioRAG: Semantic Search and Retrieval-Augmented Generation with Large Language Models for Medical and Biological QA
by: Kim, Seonok
Published: (2025)

Knowledge Poisoning Attacks on Medical Multi-Modal Retrieval-Augmented Generation
by: Yang, Peiru, et al.
Published: (2026)

SEMA-RAG: A Self-Evolving Multi-Agent Retrieval-Augmented Generation Framework for Medical Reasoning
by: Huang, Yongfeng, et al.
Published: (2026)

MedRule-KG: A Knowledge-Graph--Steered Scaffold for Mathematical Reasoning with a Lightweight Verifier
by: Su, Crystal
Published: (2025)

MedBioLM: Optimizing Medical and Biological QA with Fine-Tuned Large Language Models and Retrieval-Augmented Generation
by: Kim, Seonok
Published: (2025)

Automated Construction of Medical Indicator Knowledge Graphs Using Retrieval Augmented Large Language Models
by: Wang, Zhengda, et al.
Published: (2025)

MedMMV: A Controllable Multimodal Multi-Agent Framework for Reliable and Verifiable Clinical Reasoning
by: Liu, Hongjun, et al.
Published: (2025)

The STAR-XAI Protocol: A Framework for Inducing and Verifying Agency, Reasoning, and Reliability in AI Agents
by: Guasch, Antoni, et al.
Published: (2025)

MedSpeak: A Knowledge Graph-Aided ASR Error Correction Framework for Spoken Medical QA
by: Song, Yutong, et al.
Published: (2026)

Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents
by: Guo, Guangfu, et al.
Published: (2025)

Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering
by: Ge, Xueren, et al.
Published: (2025)

K-COMP: Retrieval-Augmented Medical Domain Question Answering With Knowledge-Injected Compressor
by: Cho, Jeonghun, et al.
Published: (2025)

MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs
by: Mao, Jiawei, et al.
Published: (2025)