3 papers
cs.LG2026
FedDOSE: Federated Learning Framework Decomposing Site Effects for Modeling Brain Dynamic Functional Connectivity
Deepank Girish, Yi Hao Chan, Yubin Zheng +2
Functional Magnetic Resonance Imaging ( fMRI ) data are often pooled into collaborative multi-site consortia, as deep learning models for analyses require large datasets to general…
q-bio.NC2026
Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity
Deepank Girish, Yi Hao Chan, Sukrit Gupta +2
Several brain foundation models (FM) have recently been proposed to predict brain disorders by modelling dynamic functional connectivity (FC). While they demonstrate remarkable mod…
cs.LG2025
Discovering robust biomarkers of psychiatric disorders from resting-state functional MRI via graph neural networks: A systematic review
Yi Hao Chan, Deepank Girish, Sukrit Gupta +5
Graph neural networks (GNN) have emerged as a popular tool for modelling functional magnetic resonance imaging (fMRI) datasets. Many recent studies have reported significant improv…