Yaniv Ben Itzhak

EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning

Distributed Mean Estimation (DME) is a central building block in federated learning, where clients send local gradients to a parameter server for averaging and updating the model. Due to communication constraints, clients often use lossy compression techniques to compress the gradients, resulting in…