Terje Mildner

Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework

We introduce FedGVI, a probabilistic Federated Learning (FL) framework that is robust to both prior and likelihood misspecification. FedGVI addresses limitations in both frequentist and Bayesian FL by providing unbiased predictions under model misspecification, with calibrated uncertainty quantifica…