Healthcare & Medicine

LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models ACL 2026 Lesion-Aware Reconstruction with Principal Network: Enhancing Pseudo-Label Reliability in Semi-Supervised Clinical Lesion Detection MIDL 2026 LiGen: Active Lipid Generation via a Molecular Language Model ACL 2026 LLaDA-MedV: Exploring Large Language Diffusion Models for Biomedical Image Understanding CVPR 2026 LLM-Based Multi-Agent Systems for Clinical Workflows: A Survey of AI Hospitals ACL 2026 LLMs (Almost) Never Abstain Under Medical Uncertainty ACL 2026 Looking at Radiology Report Generation through a Causal Lens: A Survey ACL 2026 LUMINA: A Multi-Vendor Mammography Benchmark with Energy Harmonization Protocol CVPR 2026 Machine-Learning Based Detection of Coronary Artery Calcification Using Synthetic Chest X-Rays MIDL 2026 MADE: A Living Benchmark for Multi-Label Text Classification with Uncertainty Quantification of Medical Device Adverse Events ACL 2026 MAFM3: Modular Adaptation of Foundation Models for Multi-Modal Medical AI WACV 2026 MambaLiteUNet: Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation CVPR 2026 MApLe: Multi-instance Alignment of Diagnostic Reports and Large Medical Images MIDL 2026 MARCH: Multi-Agent Radiology Clinical Hierarchy for CT Report Generation ACL 2026 MASC: Metal-Aware Sampling and Correction via Reinforcement Learning for Accelerated MRI MIDL 2026 Masked-Diffusion Autoencoders for 3D Medical Vision Representation Learning CVPR 2026 Matched-Pair Experimental Design with Active Learning UAI 2026 MCMA-Net++: Topology-Aware and Graph-Driven Glioma Segmentation in 3D MRI MIDL 2026 MDCS-MoAME: Multi-directional Composite Scanning with Mixture of Attention and Mamba Experts for Cancer Survival Prediction CVPR 2026 Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation ACL 2026 Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning CVPR 2026 MED-COPILOT: A Medical Assistant Powered by GraphRAG and Similar Patient Case Retrieval ACL 2026 MED-COREASONER: Reducing Language Disparities in Medical Reasoning via Language-Informed Co-Reasoning ACL 2026 MedEinst: Benchmarking the Einstellung Effect in Medical LLMs through Counterfactual Differential Diagnosis ACL 2026 MedFG-VQA: Low-Frequency Memory and Graph Attention for Lightweight Medical VQA CVPR 2026