Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning

L. P. Barnes, Alex Dytso, H. V. Poor

We consider information-theoretic bounds on expected generalization error for statistical learning problems in a networked setting. In this setting, there are $K$ nodes, each with…