Umair bin Mansoor

A Framework for Early Sepsis Prediction via Self-Supervised (JEPA) and Federated Representation Learning

Umair bin Mansoor, Munaf Rashid, Roomi Naqvi

Early sepsis prediction from electronic health records is challenged by irregular sampling, high missingness, and class imbalance. We systematically compare four modeling paradigms -- self-supervised Joint Embedding Predictive Architecture (JEPA) via masked latent prediction, sel…Read more