Articles with "gradient norm" as a keyword



An Improved Adam's Algorithm for Stomach Image Classification

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Published in 2024 at "Algorithms"

DOI: 10.3390/a17070272

Abstract: Current stomach disease detection and diagnosis is challenged by data complexity and high dimensionality and requires effective deep learning algorithms to improve diagnostic accuracy. To address this challenge, in this paper, an improved strategy based… read more here.

Keywords: image; stomach; gradient norm; adam algorithm ... See more keywords

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