medical visual question answering

Act as you think: Reinforcing Consistent Reasoning in Medical Visual Question Answering ACL 2026 Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization ACL 2026 CMID: Towards Medical Visual Question Answering via Contrastive Mutual Information Decoding AAAI 2026 Dual-Level Confidence based Implicit Self-Refinement for Medical Visual Question Answering CVPR 2026 Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision ACL 2026 LLaMA32-Med: Parameter-Efficient Adaptation of Multimodal LLMs for Medical Visual Question Answering MIDL 2026 MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis AAAI 2026 MedFG-VQA: Low-Frequency Memory and Graph Attention for Lightweight Medical VQA CVPR 2026 MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models AAAI 2026 MultiMedBench: A Scenario-Aware Benchmark for Evaluating Knowledge Editing in Medical VQA AAAI 2026 Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering CVPR 2025 AMANDA: Agentic Medical Knowledge Augmentation for Data-Efficient Medical Visual Question Answering EMNLP 2025 Cause-Effect Driven Optimization for Robust Medical Visual Question Answering with Language Biases IJCAI 2025 DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels CVPR 2025 Falcon Medical Visual Question Answering AAAI 2025 Fine-grained Adaptive Visual Prompt for Generative Medical Visual Question Answering AAAI 2025 Guiding Medical Vision-Language Models with Diverse Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations NAACL 2025 Localizing Before Answering: A Benchmark for Grounded Medical Visual Question Answering IJCAI 2025 MedThink: A Rationale-Guided Framework for Explaining Medical Visual Question Answering NAACL 2025 Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents EMNLP 2025 MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models ICLR 2025 Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models ICCV 2025 Unveiling Differences: A Vision Encoder-Decoder Model for Difference Medical Visual Question Answering MIDL 2025 Visual and Domain Knowledge for Professional-level Graph-of-Thought Medical Reasoning ICML 2025 Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA ACL 2025