Articles with "aware minimization" as a keyword



Generalized Federated Learning via Gradient Norm-Aware Minimization and Control Variables

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Published in 2024 at "Mathematics"

DOI: 10.3390/math12172644

Abstract: Federated Learning (FL) is a promising distributed machine learning framework that emphasizes privacy protection. However, inconsistencies between local optimization objectives and the global objective, commonly referred to as client drift, primarily arise due to non-independently… read more here.

Keywords: norm aware; aware minimization; client; gradient norm ... See more keywords