Device Heterogeneity in Federated Learning: A Superquantile Approach

Yassine Laguel, Krishna Pillutla, Jérôme Malick +1

We propose a federated learning framework to handle heterogeneous client devices which do not conform to the population data distribution. The approach hinges upon a parameterized…