Cloud-RAN Over-the-Air Federated Learning

To address limited server coverage in traditional over-the-air federated learning (OA-FL), we introduce the framework of multiple input multiple output (MIMO) cloud radio access network (Cloud-RAN) OA-FL (MIMOCROF). This framework involves a two-step model aggregation method in each training round....

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Bibliographic Details

Published in:	IEEE International Conference on Communications (2003) pp. 4257 - 4262
Main Authors:	Ma, Haoming, Yuan, Xiaojun, Ding, Zhi
Format:	Conference Proceeding
Language:	English
Published:	IEEE 09.06.2024
Subjects:	Aggregates Benchmark testing cloud radio access network Federated learning lossy distributed source coding over-the-air computation Rate-distortion Source coding Training Wireless networks
ISSN:	1938-1883
Online Access:	Get full text
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