Won Hwa Kim

Multi-Scale Adaptive Hypergraph Learning for High-Order Brain Connectivity Analysis

MnemoDyn: Learning Resting State Dynamics from $40$K FMRI sequences

Automated Structured Radiology Report Generation with Rich Clinical Context

Mixture of Spectral Wavelets on Simplicial Complex: Analysis of Brain Connectome with Neurodegeneration

Conditional Diffusion with Ordinal Regression: Longitudinal Data Generation for Neurodegenerative Disease Studies

Topology-aware Graph Diffusion Model with Persistent Homology

Explore In-Context Message Passing Operator for Graph Neural Networks in A Mean Field Game

HGM³: Hierarchical Generative Masked Motion Modeling with Hard Token Mining

Graph Neural Network Is A Mean Field Game

ReGRAF: Training free Prompt Refinement via Gradient Flow for Segmentation

Topology-aware Graph Diffusion Model with Persistent Homology

Causal Frameworks and Feature Discrepancy Loss: Addressing Data Scarcity and Enhancing Medical Image Segmentation