BiG-fed: bilevel optimization enhanced graph-aided federated learning

BiG-fed: bilevel optimization enhanced graph-aided federated learning

In federated learning (FL), due to the non-i.i.d. nature of distributedly owned local datasets, personalization is an important design goal. In this paper, we investigate FL scenarios in which data owners are related by a network topology (e.g., traffic prediction based on sensor networks). Existing...

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Bibliographic Details
Main Authors: Xing, Pengwei, Lu, Songtao, Wu, Lingfei, Yu, Han
Other Authors: College of Computing and Data Science
Format: Journal Article
Language:English
Published: 2024
Subjects:
Computer and Information Science
Bilevel optimization
Federated learning
Online Access:https://hdl.handle.net/10356/179049

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