{"total":70,"rows":[{"id":"2404.00578","title":"M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models","created":"2024-03-31","cited_by_count":162,"area":"mllm"},{"id":"2405.10739","title":"Efficient Multimodal Large Language Models: A Survey","created":"2024-05-17","cited_by_count":96,"area":"mllm"},{"id":"2410.13085","title":"MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models","created":"2024-10-16","cited_by_count":85,"area":"mllm"},{"id":"2408.02900","title":"MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine","created":"2024-08-06","cited_by_count":81,"area":"mllm"},{"id":"2406.06007","title":"CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models","created":"2024-06-10","cited_by_count":64,"area":"mllm"},{"id":"2503.20047","title":"Med3DVLM: An Efficient Vision-Language Model for 3D Medical Image Analysis","created":"2025-03-25","cited_by_count":46,"area":"mllm"},{"id":"2405.08603","title":"A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine","created":"2024-05-14","cited_by_count":45,"area":"mllm"},{"id":"2310.19061","title":"Multimodal ChatGPT for Medical Applications: an Experimental Study of GPT-4V","created":"2023-10-29","cited_by_count":38,"area":"mllm"},{"id":"2501.11347","title":"EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery","created":"2025-01-20","cited_by_count":37,"area":"mllm"},{"id":"2407.02235","title":"Towards a Holistic Framework for Multimodal Large Language Models in Three-dimensional Brain CT Report Generation","created":"2024-07-02","cited_by_count":31,"area":"mllm"},{"id":"2402.09262","title":"MultiMedEval: A Benchmark and a Toolkit for Evaluating Medical Vision-Language Models","created":"2024-02-14","cited_by_count":29,"area":"mllm"},{"id":"2410.18387","title":"Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks","created":"2024-10-24","cited_by_count":24,"area":"mllm"},{"id":"2411.14522","title":"GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI","created":"2024-11-21","cited_by_count":24,"area":"mllm"},{"id":"2310.13596","title":"MarineGPT: Unlocking Secrets of Ocean to the Public","created":"2023-10-20","cited_by_count":23,"area":"mllm"},{"id":"2412.06141","title":"MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization","created":"2024-12-09","cited_by_count":21,"area":"mllm"},{"id":"2510.20639","title":"Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging","created":"2025-10-23","cited_by_count":20,"area":"mllm"},{"id":"2409.17508","title":"Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE","created":"2024-09-26","cited_by_count":19,"area":"mllm"},{"id":"2412.13558","title":"Read Like a Radiologist: Efficient Vision-Language Model for 3D Medical Imaging Interpretation","created":"2024-12-18","cited_by_count":18,"area":"mllm"},{"id":"2512.22615","title":"Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone","created":"2025-12-27","cited_by_count":18,"area":"mllm"},{"id":"2408.16213","title":"M4CXR: Exploring Multi-task Potentials of Multi-modal Large Language Models for Chest X-ray Interpretation","created":"2024-08-29","cited_by_count":17,"area":"mllm"},{"id":"2504.21051","title":"Multimodal Large Language Models for Medicine: A Comprehensive Survey","created":"2025-04-29","cited_by_count":16,"area":"mllm"},{"id":"2411.12783","title":"Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model","created":"2024-11-19","cited_by_count":15,"area":"mllm"},{"id":"2406.18146","title":"A Refer-and-Ground Multimodal Large Language Model for Biomedicine","created":"2024-06-26","cited_by_count":14,"area":"mllm"},{"id":"2502.20509","title":"CoCa-CXR: Contrastive Captioners Learn Strong Temporal Structures for Chest X-Ray Vision-Language Understanding","created":"2025-02-27","cited_by_count":11,"area":"mllm"},{"id":"2405.19567","title":"Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding","created":"2024-05-29","cited_by_count":10,"area":"mllm"},{"id":"2405.20775","title":"Medical MLLM is Vulnerable: Cross-Modality Jailbreak and Mismatched Attacks on Medical Multimodal Large Language Models","created":"2024-05-26","cited_by_count":10,"area":"mllm"},{"id":"2403.12894","title":"MEDBind: Unifying Language and Multimodal Medical Data Embeddings","created":"2024-03-19","cited_by_count":8,"area":"mllm"},{"id":"2406.00977","title":"Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models","created":"2024-06-03","cited_by_count":8,"area":"mllm"},{"id":"2410.15074","title":"LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound","created":"2024-10-19","cited_by_count":8,"area":"mllm"},{"id":"2412.12722","title":"Defending LVLMs Against Vision Attacks through Partial-Perception Supervision","created":"2024-12-17","cited_by_count":7,"area":"mllm"},{"id":"2410.02615","title":"ExGra-Med: Extended Context Graph Alignment for Medical Vision-Language Models","created":"2024-10-03","cited_by_count":6,"area":"mllm"},{"id":"2504.14391","title":"How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos?","created":"2025-04-19","cited_by_count":6,"area":"mllm"},{"id":"2505.17436","title":"Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal Learning","created":"2025-05-23","cited_by_count":6,"area":"mllm"},{"id":"2508.18179","title":"SEAM: Semantically Equivalent Across Modalities Benchmark for Vision-Language Models","created":"2025-08-25","cited_by_count":6,"area":"mllm"},{"id":"2512.01922","title":"Med-VCD: Mitigating Hallucination for Medical Large Vision Language Models through Visual Contrastive Decoding","created":"2025-12-01","cited_by_count":6,"area":"mllm"},{"id":"2603.09018","title":"Meissa: Multi-modal Medical Agentic Intelligence","created":"2026-03-09","cited_by_count":6,"area":"mllm"},{"id":"2604.02543","title":"Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation","created":"2026-04-02","cited_by_count":6,"area":"mllm"},{"id":"2410.14948","title":"MultiViewDx: Evidence-Linked Multi-View Clinical Diagnosis","created":"2024-10-19","cited_by_count":4,"area":"mllm"},{"id":"2502.06814","title":"Diffusion Instruction Tuning","created":"2025-02-04","cited_by_count":2,"area":"mllm"},{"id":"2505.16647","title":"Point, Detect, Count: Multi-Task Medical Image Understanding with Instruction-Tuned Vision-Language Models","created":"2025-05-22","cited_by_count":2,"area":"mllm"},{"id":"2507.12950","title":"Insights into a radiology-specialised multimodal large language model with sparse autoencoders","created":"2025-07-17","cited_by_count":2,"area":"mllm"},{"id":"2510.25867","title":"Synthesizing High-Quality Visual Question Answering from Medical Documents with Generator-Verifier LMMs","created":"2025-10-29","cited_by_count":2,"area":"mllm"},{"id":"2511.09195","title":"Towards Trustworthy Dermatology MLLMs: A Benchmark and Multimodal Evaluator for Diagnostic Narratives","created":"2025-11-12","cited_by_count":2,"area":"mllm"},{"id":"2606.02809","title":"Automated Report-Derived Oncology VQA Benchmark for Evaluating Vision-Language Models on 3D Medical Imaging","created":"2026-06-01","cited_by_count":2,"area":"mllm"},{"id":"2401.06331","title":"Application Of Vision-Language Models For Assessing Osteoarthritis Disease Severity","created":"2024-01-12","cited_by_count":1,"area":"mllm"},{"id":"2411.07871","title":"Leveraging Multimodal Models for Enhanced Neuroimaging Diagnostics in Alzheimer's Disease","created":"2024-11-12","cited_by_count":1,"area":"mllm"},{"id":"2412.15925","title":"MiniGPT-Pancreas: Multimodal Large Language Model for Pancreas Cancer Classification and Detection","created":"2024-12-20","cited_by_count":1,"area":"mllm"},{"id":"2508.02951","title":"MedBLINK: Probing Basic Perception in Multimodal Language Models for Medicine","created":"2025-08-04","cited_by_count":1,"area":"mllm"},{"id":"2508.18430","title":"CLARIFY: A Specialist-Generalist Framework for Accurate and Lightweight Dermatological Visual Question Answering","created":"2025-08-25","cited_by_count":1,"area":"mllm"},{"id":"2603.11625","title":"MedPruner: Training-Free Hierarchical Token Pruning for Efficient 3D Medical Image Understanding in Vision-Language Models","created":"2026-03-12","cited_by_count":1,"area":"mllm"},{"id":"2603.12760","title":"HIFICL: High-Fidelity In-Context Learning for Multimodal Tasks","created":"2026-03-13","cited_by_count":1,"area":"mllm"},{"id":"2604.22989","title":"CheXmix: Unified Generative Pretraining for Vision Language Models in Medical Imaging","created":"2026-04-24","cited_by_count":1,"area":"mllm"},{"id":"2606.12953","title":"OpenMedQ: Broad Open Pretraining for Medical Vision-Language Models","created":"2026-06-11","cited_by_count":1,"area":"mllm"},{"id":"2607.22293","title":"RadSight: Towards Perceptually Reliable Multimodal Radiology Image Understanding","created":"2026-07-24","cited_by_count":1,"area":"mllm"},{"id":"2310.19635","title":"Improving Medical Visual Representations via Radiology Report Generation","created":"2023-10-30","cited_by_count":0,"area":"mllm"},{"id":"2311.18681","title":"RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance","created":"2023-11-30","cited_by_count":0,"area":"mllm"},{"id":"2405.01591","title":"Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in Radiology with General-Domain Large Language Model","created":"2024-04-29","cited_by_count":0,"area":"mllm"},{"id":"2505.04638","title":"Advancing AI Research Assistants with Expert-Involved Learning","created":"2025-05-03","cited_by_count":0,"area":"mllm"},{"id":"2509.11645","title":"Adapting and Evaluating Multimodal Large Language Models for Adolescent Idiopathic Scoliosis Self-Management: A Divide and Conquer Framework","created":"2025-09-15","cited_by_count":0,"area":"mllm"},{"id":"2603.00842","title":"MedGPT-oss: Training a General-Purpose Vision-Language Model for Biomedicine","created":"2026-03-01","cited_by_count":0,"area":"mllm"},{"id":"2603.27176","title":"MEDIC-AD: Towards Medical Vision-Language Model's Clinical Intelligence","created":"2026-03-28","cited_by_count":0,"area":"mllm"},{"id":"2606.22779","title":"DE-FIVE: Detecting Malicious Image Prompts via Fourier Features and Image Vector Embeddings","created":"2026-06-22","cited_by_count":0,"area":"mllm"},{"id":"2607.26885","title":"SCALPEL: Semantic Cross-modal Alignment via LLM-Powered Encoder Learning for Medical Vision-Language Representation","created":"2026-07-29","cited_by_count":0,"area":"mllm"},{"id":"2607.28269","title":"Theia: Large-Scale Multimodal Captioning and Automated Validation of the Incidents1M Dataset for Data-Free Distillation","created":"2026-07-30","cited_by_count":0,"area":"mllm"},{"id":"2608.18166","title":"TractoGraphVLM: A Unified Vision-Language Framework for White Matter Tractography","created":"2026-08-16","cited_by_count":0,"area":"mllm"},{"id":"2608.29924","title":"Hallucination Mitigation for Large Vision-Language Models via Implicit Feature Stabilization","created":"2026-08-30","cited_by_count":0,"area":"mllm"},{"id":"2609.31356","title":"Open Vocabulary Domain Unlearning","created":"2026-09-25","cited_by_count":0,"area":"mllm"},{"id":"2609.33713","title":"BIRD: Distilling Decision Boundaries into Rationales for MLLM Adaptation","created":"2026-09-27","cited_by_count":0,"area":"mllm"},{"id":"2609.40361","title":"Ranking-Aware Prompt Optimization for Multimodal Clinical Diagnosis","created":"2026-09-30","cited_by_count":0,"area":"mllm"},{"id":"2610.03289","title":"Architecture-Dependent Fusion Pathways in MLLMs","created":"2026-10-02","cited_by_count":0,"area":"mllm"}],"next_cursor":null}