A Large-Dimensional Analysis of Least-Squares Federated Learning via Generalized Total Variation Minimization

Ekkehard Schnoor, Malik Tiomoko, Alexander Jung

Federated learning over decentralized networks inherently trades off the suppression of local finite-sample noise through collaboration against the bias that collaboration introduc…