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Medical Education

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

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Nucleus-Image: Sparse MoE for Image Generation

We present Nucleus-Image, a text-to-image generation model that establishes a new Pareto frontier in...

Identifying and Mitigating Gender Cues in Academic Recommendation Letters: An Interpretability Case Study

Letters of recommendation (LoRs) can carry patterns of implicitly gendered language that can inadver...

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...

What Matters in Virtual Try-Off? Dual-UNet Diffusion Model For Garment Reconstruction

Virtual Try-On (VTON) has seen rapid advancements, providing a strong foundation for generative fash...

PolicyLong: Towards On-Policy Context Extension

Extending LLM context windows is hindered by scarce high-quality long-context data. Recent methods s...

FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding

Diffusion-based image generation models have advanced rapidly but pose a safety risk due to their po...

Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models

The advent of agentic multimodal models has empowered systems to actively interact with external env...

Data Warmup: Complexity-Aware Curricula for Efficient Diffusion Training

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

TurPy: a physics-based and differentiable optical turbulence simulator for algorithmic development and system optimization

Developing optical systems for free-space applications requires simulation tools that accurately cap...

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...

A semicontinuous relaxation of Saito's criterion and freeness as angular minimization

We introduce a nonnegative functional on the space of line arrangements in $\mathbb{P}^2$ that vanis...

Can Video Diffusion Models Predict Past Frames? Bidirectional Cycle Consistency for Reversible Interpolation

Video frame interpolation aims to synthesize realistic intermediate frames between given endpoints w...

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...

PoseDreamer: Scalable and Photorealistic Human Data Generation Pipeline with Diffusion Models

Acquiring labeled datasets for 3D human mesh estimation is challenging due to depth ambiguities and ...

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