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Medical Education

Latest AI and machine learning research in medical education for healthcare professionals.

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Progressive Deep Learning for Automated Spheno-Occipital Synchondrosis Maturation Assessment

Accurate assessment of spheno-occipital synchondrosis (SOS) maturation is a key indicator of craniof...

From Answers to Arguments: Toward Trustworthy Clinical Diagnostic Reasoning with Toulmin-Guided Curriculum Goal-Conditioned Learning

The integration of Large Language Models (LLMs) into clinical decision support is critically obstruc...

Not All Forgetting Is Equal: Architecture-Dependent Retention Dynamics in Fine-Tuned Image Classifiers

Fine-tuning pretrained image classifiers is standard practice, yet which individual samples are forg...

Discrete Meanflow Training Curriculum

Flow-based image generative models exhibit stable training and produce high quality samples when usi...

Data Warmup: Complexity-Aware Curricula for Efficient Diffusion Training

A key inefficiency in diffusion training occurs when a randomly initialized network, lacking visual ...

A Systematic Study of Retrieval Pipeline Design for Retrieval-Augmented Medical Question Answering

Large language models (LLMs) have demonstrated strong capabilities in medical question answering; ho...

Unlocking Multi-Site Clinical Data: A Federated Approach to Privacy-First Child Autism Behavior Analysis

Automated recognition of autistic behaviors in children is essential for early intervention and obje...

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Beyond Referring Expressions: Scenario Comprehension Visual Grounding

Existing visual grounding benchmarks primarily evaluate alignment between image regions and literal ...

MedLoc-R1: Performance-Aware Curriculum Reward Scheduling for GRPO-Based Medical Visual Grounding

Medical visual grounding serves as a crucial foundation for fine-grained multimodal reasoning and in...

Curriculum-Guided Myocardial Scar Segmentation for Ischemic and Non-ischemic Cardiomyopathy

Identification and quantification of myocardial scar is important for diagnosis and prognosis of car...

A new iterative framework for simulation-based population genetic inference with improved coverage properties of confidence intervals

Simulation-based methods such as approximate Bayesian computation (ABC) are widely used to infer the...

A Judge Agent Closes the Reliability Gap in AI-Generated Scientific Simulation

Large language models can generate scientific simulation code, but the generated code silently fails...

Doctorina MedBench: End-to-End Evaluation of Agent-Based Medical AI

We present Doctorina MedBench, a comprehensive evaluation framework for agent-based medical AI based...

Multi-Agent Reasoning with Consistency Verification Improves Uncertainty Calibration in Medical MCQA

Miscalibrated confidence scores are a practical obstacle to deploying AI in clinical settings. A mod...

Curriculum-Driven 3D CT Report Generation via Language-Free Visual Grafting and Zone-Constrained Compression

Automated radiology report generation from 3D computed tomography (CT) volumes is challenging due to...

HACMatch Semi-Supervised Rotation Regression with Hardness-Aware Curriculum Pseudo Labeling

Regressing 3D rotations of objects from 2D images is a crucial yet challenging task, with broad appl...

Evo-Retriever: LLM-Guided Curriculum Evolution with Viewpoint-Pathway Collaboration for Multimodal Document Retrieval

Visual-language models (VLMs) excel at data mappings, but real-world document heterogeneity and unst...

HSImul3R: Physics-in-the-Loop Reconstruction of Simulation-Ready Human-Scene Interactions

We present HSImul3R, a unified framework for simulation-ready 3D reconstruction of human-scene inter...

Benchmarking Clinical Reasoning in Large Language Models: A Comparative Assessment Study

Evaluation of Large Language Models (LLMs) and their clinical competence has mainly focused on conve...

Scalable Micro-Credentials for AI Literacy in Healthcare: An AI-Assisted Framework for Expert-Led Education

The rapid evolution of clinical guidelines and artificial intelligence has created a velocity gap in...

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