Personalization in Federated Learning.

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[2401.08327] Learn What You Need in Personalized Federated Learning

Jan 16, 2024 · Abstract:Personalized federated learning aims to address data heterogeneity across local clients in federated learning.

Personalized federated learning for a better customer experience

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FL also has a personalization branch, which aims to customize local models to improve their performance on local data. AmazonScience_FederatedLearning.gif.

[1912.00818] Federated Learning with Personalization Layers - arXiv

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Dec 2, 2019 · This paper pro-posesFedPer, a base + personalization layer approach for federated training of deep feedforward neural networks, which can combat ...

On Privacy and Personalization in Federated Learning

blog.ml.cmu.edu › 2023/05/12 › on-priv...

May 12, 2023 · Model personalization is a common technique used to improve model performance in FL when data heterogeneity (i.e. non-identically distributed ...

Personalized Federated Learning | Papers With Code

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Personalized Federated Learning (pFL) holds immense promise for tailoring machine learning models to individual users while preserving data privacy.

Model optimization techniques in personalized federated learning

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Jun 1, 2024 · This technique involves generating new training data by applying transformations to existing data. This can be used for personalization by ...

[PDF] Personalized Federated Learning with Theoretical Guarantees: A Model ...

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In this paper, we study a personalized variant of the federated learning in which our goal is to find an initial shared model that current or new users can ...

Personalized Federated Learning with Layer-Wise Feature ...

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Feb 13, 2024 · Federated learning enables multiple clients to collaboratively learn machine learning models in a privacy-preserving manner.

Learn What You Need in Personalized Federated Learning - OpenReview

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Personalized federated learning aims to address data heterogeneity across local clients in federated learning. However, current methods blindly incorporate ...

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Scholarly articles for Personalization in Federated Learning.

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… personalization with applications to federated learning
Mansour · Cited by 647

… and robust federated learning through personalization
Li · Cited by 904

… of personalization techniques for federated learning
Kulkarni · Cited by 416

Personalized Federated Learning with Contextualized Generalization | IJCAI

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The prevalent personalized federated learning (PFL) usually pursues a trade-off between personalization and generalization by maintaining a shared global ...

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