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Medical Education

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

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Learning Physics-Guided Residual Dynamics for Deformable Object Simulation

Simulating deformable objects is essential for a wide range of robotic manipulation applications, ye...

Similarity-Guided Curriculum Fine-Tuning of LLMs for Neural Architecture Synthesis

Introduce a MinHash-based similarity scheduling framework that constructs a progressive curriculum o...

R^3: Advertisement Compliance Rectification via Group-Relative Experience Extractor and Curriculum Reinforcement

Rigorous content moderation is crucial for online advertising but leads to millions of daily rejecti...

SINA: A Fully Automated Circuit Schematic Image to Netlist Generator Using Artificial Intelligence

Recent advances in Artificial Intelligence (AI) have revolutionized Electronic Design Automation (ED...

Improving ART Retention Through Machine Learning-Guided Targeting of Interventions: A Monte Carlo Simulation Study in Lilongwe, Malawi

Retention in antiretroviral therapy care remains a major challenge in high-burden settings such as M...

Curriculum-guided Change Detection Training: Toward Accurate Serac Fall Monitoring

Change Detection (CD) aims to identify semantic or structural changes from nearly registered multi-t...

Cross-view Multimodal Vision-Based Assessment Framework for Traditional Chinese Medicine Rehabilitation Training

Vision-based assessment can provide convenient and cost-effective evaluation in Traditional Chinese ...

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Aloe-Vision: Robust Vision-Language Models for Healthcare

Large Vision-Language Models (LVLMs) specialized in healthcare are emerging as a promising research ...

Evaluating Generative Video AI for Standardized Psychiatric Patient Simulation With Graded Hygiene Deterioration.

Abstract Introduction: A clinician's initial assessment during the mental status examination (MSE) p...

PatternGSL: A Structured Specification Language for Template-Free and Simulation-Ready 3D Garments

Reconstructing realistic, physically plausible garments from a single image remains a fundamental ch...

PatternGSL: A Structured Specification Language for Template-Free and Simulation-Ready 3D Garments

Reconstructing realistic, physically plausible garments from a single image remains a fundamental ch...

Simulation of cell-size systems at long timescales with flexible protein structures

Protein behavior inside cells is dominated by the crowded nature of the intracellular environment. P...

When, Where, and How: Adaptive Binning for Tabular Self-Supervised Learning

Medical tabular data are ubiquitous in clinical research, but deep learning for tables remains under...

SAMA: Semantic Anchor-aligned Augmentation for Unified Low-Resource Multimodal Information Extraction

Multimodal Information Extraction (MIE)-covering tasks such as Multimodal Named Entity Recognition (...

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The Rise of AI-Native Software Engineering: Implications for Practice, Education, and the Future Workforce

Generative Artificial Intelligence (GenAI), Large Language Models (LLMs), and emerging Agentic AI co...

Large Language Models in Healthcare Simulation Education: A Bibliometric Analysis with AI-Assisted Screening

Large language models (LLMs) such as ChatGPT are rapidly reshaping healthcare education and simulati...

Health Care Students/Professionals Perspectives on Artificial Intelligence: Survey in Erbil, Iraq

Abstract Background: Artificial Intelligence (AI) is increasingly integrated into healthcare systems...

Teaching Video Generators to Remember: Eliciting Dynamic Memory for Out-of-Sight State Evolution

Video world models should maintain evolving states when evidence is unobserved, yet current generato...

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