Gradient Masked Federated Optimization

no code implementations • 21 Apr 2021 • Irene Tenison, Sreya Francis, Irina Rish

Federated Averaging (FedAVG) has become the most popular federated learning algorithm due to its simplicity and low communication overhead.

Federated Learning

Towards Causal Federated Learning For Enhanced Robustness and Privacy

no code implementations • 14 Apr 2021 • Sreya Francis, Irene Tenison, Irina Rish

In this paper, we propose an approach for learning invariant (causal) features common to all participating clients in a federated learning setup and analyze empirically how it enhances the Out of Distribution (OOD) accuracy as well as the privacy of the final learned model.

Federated Learning Privacy Preserving