Delay-Aware Online Resource Allocation for Buffer-Aided Synchronous Federated Learning Over Wireless Networks

Delay-Aware Online Resource Allocation for Buffer-Aided Synchronous Federated Learning Over Wireless Networks

Synchronous federated learning (FL) over wireless networks often suffers from the straggler effect, when the time required for training local models and uploading trained parameters varies significantly across heterogeneous wireless devices. This disparity prolongs the duration needed for model aggr...

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Bibliographic Details
Main Authors: Jing Liu, Jinke Zheng, Jing Zhang, Lin Xiang, Derrick Wing Kwan Ng, Xiaohu Ge
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Federated learning
straggler effect
delay
Lyapunov optimization
Online Access:https://ieeexplore.ieee.org/document/10741242/
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https://ieeexplore.ieee.org/document/10741242/

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