12 citations · 31 across the 15 of their papers we have counts for
3 papers · 1 filter
Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often!
Milad Sefidgaran, Romain Chor, Abdellatif Zaidi +1
We investigate the generalization error of statistical learning models in a Federated Learning (FL) setting. Specifically, we study the evolution of the generalization error with t…
More Communication Does Not Result in Smaller Generalization Error in Federated Learning
Romain Chor, Milad Sefidgaran, Abdellatif Zaidi
We study the generalization error of statistical learning models in a Federated Learning (FL) setting. Specifically, there are devices or clients, each holding an independent o…
Data-dependent Generalization Bounds via Variable-Size Compressibility
Milad Sefidgaran, Abdellatif Zaidi
In this paper, we establish novel data-dependent upper bounds on the generalization error through the lens of a "variable-size compressibility" framework that we introduce newly he…