Convergence Analysis and Latency Minimization for Retransmission-Based Semi-Federated Learning

In this paper, we propose a semi-federated learning (SemiFL) framework to ameliorate the performance of conventional federated learning. The base station and devices are coordinated to collaboratively train a shared model. However, due to the rapidly fluctuating channels and irrationally assigned lo...

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Bibliographic Details

Published in:	IEEE Global Communications Conference (Online) pp. 2057 - 2062
Main Authors:	Zheng, Jingheng, Ni, Wanli, Tian, Hui, Jiang, Wenchao, Quek, Tony Q. S.
Format:	Conference Proceeding
Language:	English
Published:	IEEE 04.12.2023
Subjects:	Central Processing Unit Closed-form solutions Computational modeling Convergence convergence analysis Data models latency minimization Minimization over-the-air computation retransmission Semi-federated learning Simulation
ISSN:	2576-6813
Online Access:	Get full text
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