Communication-Efficient Federated Learning via Regularized Sparse Random Networks

no code implementations • 19 Sep 2023 • Mohamad Mestoukirdi, Omid Esrafilian, David Gesbert, Qianrui Li, Nicolas Gresset

In this setting, a binary mask is optimized instead of the model weights, which are kept fixed.

Federated Learning

User-Centric Federated Learning

no code implementations • 19 Oct 2021 • Mohamad Mestoukirdi, Matteo Zecchin, David Gesbert, Qianrui Li, Nicolas Gresset

Data heterogeneity across participating devices poses one of the main challenges in federated learning as it has been shown to greatly hamper its convergence time and generalization capabilities.

Federated Learning