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Medical Education

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

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DINO-Mix: Distilling Foundational Knowledge with Cross-Domain CutMix for Semi-supervised Class-imbalanced Medical Image Segmentation

Semi-supervised learning (SSL) has emerged as a critical paradigm for medical image segmentation, mi...

Model-Driven Hybrid AI Framework for End-to-End Autonomous Decision-Making in Drug Development

Decision-making in drug development spans heterogeneous stages from molecular design to clinical opt...

Large mRNA language foundation modeling with NUWA for unified sequence perception and generation

The mRNA serves as a crucial bridge between DNA and proteins. Compared to DNA, mRNA sequences are mu...

EventFlash: Towards Efficient MLLMs for Event-Based Vision

Event-based multimodal large language models (MLLMs) enable robust perception in high-speed and low-...

EHRWorld: A Patient-Centric Medical World Model for Long-Horizon Clinical Trajectories

World models offer a principled framework for simulating future states under interventions, but real...

RAPT: Model-Predictive Out-of-Distribution Detection and Failure Diagnosis for Sim-to-Real Humanoid Robots

Deploying learned control policies on humanoid robots is challenging: policies that appear robust in...

FastPhysGS: Accelerating Physics-based Dynamic 3DGS Simulation via Interior Completion and Adaptive Optimization

Extending 3D Gaussian Splatting (3DGS) to 4D physical simulation remains challenging. Based on the M...

Exo-Plore: Exploring Exoskeleton Control Space through Human-aligned Simulation

Exoskeletons show great promise for enhancing mobility, but providing appropriate assistance remains...

HeatMat: Simulation of City Material Impact on Urban Heat Island Effect

The Urban Heat Island (UHI) effect, defined as a significant increase in temperature in urban enviro...

An Artificial Intelligence-based framework for protein interaction design with accelerated KAN-based Positive-Unlabeled learning

Protein design seeks optimal amino acid sequences for target structures, but designing stable protei...

TeleStyle: Content-Preserving Style Transfer in Images and Videos

Content-preserving style transfer, generating stylized outputs based on content and style references...

Magnetic Resonance Simulation of Effective Transverse Relaxation (T2*)

Purpose: To simulate effective transverse relaxation ($T_2^*$) as a part of MR simulation. $T_2^*$ c...

Pareto-Guided Optimization for Uncertainty-Aware Medical Image Segmentation

Uncertainty in medical image segmentation is inherently non-uniform, with boundary regions exhibitin...

From Atoms to Chains: Divergence-Guided Reasoning Curriculum for Unlabeled LLM Domain Adaptation

Adapting Large Language Models (LLMs) to specialized domains without human-annotated data is a cruci...

Larger than memory image processing

This report addresses larger-than-memory image analysis for petascale datasets such as 1.4 PB electr...

ReflexSplit: Single Image Reflection Separation via Layer Fusion-Separation

Single Image Reflection Separation (SIRS) disentangles mixed images into transmission and reflection...

ReWeaver: Towards Simulation-Ready and Topology-Accurate Garment Reconstruction

High-quality 3D garment reconstruction plays a crucial role in mitigating the sim-to-real gap in app...

Robust Machine Learning for Regulatory Sequence Modeling under Biological and Technical Distribution Shifts

Robust machine learning for regulatory genomics is studied under biologically and technically induce...

Accurate Simulation Pipeline for Passive Single-Photon Imaging

Single-Photon Avalanche Diodes (SPADs) are new and promising imaging sensors. These sensors are sens...

A Streamlined Attention-Based Network for Descriptor Extraction

We introduce SANDesc, a Streamlined Attention-Based Network for Descriptor extraction that aims to i...

CurConMix+: A Unified Spatio-Temporal Framework for Hierarchical Surgical Workflow Understanding

Surgical action triplet recognition aims to understand fine-grained surgical behaviors by modeling t...

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