FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning

Divyansh Jhunjhunwala, Pranay Sharma, Aushim Nagarkatti +1

Data-heterogeneous federated learning (FL) systems suffer from two significant sources of convergence error: 1) client drift error caused by performing multiple local optimization…