Healthcare & Medicine

FD-NL2SQL: Feedback-Driven Clinical NL2SQL that Improves with Use ACL 2026 Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections MIDL 2026 FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data ACL 2026 FedPAGR: Federated Prototype Alignment via Geometric Refinement for Heterogeneous Architectures ACL 2026 Filling the Long Tail: Structure-Aware Curriculum-Gap Completion for Medical Education with LLMs ACL 2026 Flow Matching for 3D Craniofacial Skeletal Data Generation MIDL 2026 FLOW: Optimal Transport-Driven Feature Warping for Generalized Remote Physiological Measurement CVPR 2026 FluenceFormer: Transformer-Driven Multi-Beam Fluence Map Regression for Radiotherapy Planning MIDL 2026 FluoCLIP: Stain-Aware Focus Quality Assessment in Fluorescence Microscopy CVPR 2026 Focus on Background: Exploring SAM's Potential in Few-shot Medical Image Segmentation with Background-centric Prompting CVPR 2026 Focus-to-Perceive Representation Learning: A Cognition-Inspired Hierarchical Framework for Endoscopic Video Analysis CVPR 2026 Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models CVPR 2026 From Answers to Arguments: Toward Trustworthy Clinical Diagnostic Reasoning with Toulmin-Guided Curriculum Goal-Conditioned Learning ACL 2026 From Cross-Sectional CT to Dynamic Insights: Pseudotime-Based Modeling of Lung Nodule Progression MIDL 2026 From Infusion to Assimilation Distillation for Medical Image Segmentation CVPR 2026 From Panel to Pixel: Zoom-In Vision-Language Pretraining from Biomedical Scientific Literature CVPR 2026 From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis MIDL 2026 From Regulatory Approvals to Patents: Cross-Domain Linking for Cardiovascular Device Traceability ACL 2026 From SAM to DINOv2: Towards Distilling Foundation Models to Lightweight Baselines for Generalized Polyp Segmentation WACV 2026 From Spots to Pixels: Dense Spatial Gene Expression Prediction from Histology Images CVPR 2026 From Surface to Viscera: 3D Estimation of Internal Anatomy from Body Surface Point Clouds MIDL 2026 From Synthesis to Clinical Assistance: A Strategy-Aware Agent Framework for Autism Intervention based on Real Clinical Dataset ACL 2026 From Word Sequences to Behavioral Sequences: Adapting Modeling and Evaluation Paradigms for Longitudinal NLP ACL 2026 FutureMorph: Toward Predicting Future Deformation Fields in Longitudinal Imaging MIDL 2026 Gardener: An Agentic AI System for Single-Cell RNA Sequence Analysis ACL 2026