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Over-the-Air Aggregation for Federated Learning:Waveform Superposition and Prototype Validation

Huayan Guo Yifan Zhu Haoyu Ma Vincent K.N.Lau Kaibin Huang Xiaofan Li Huabin Nong Mingyu Zhou

通信与信息网络学报（英文）2021，Vol.6Issue(4)：P.429-442,14.

Over-the-Air Aggregation for Federated Learning:Waveform Superposition and Prototype Validation

Huayan Guo ¹Yifan Zhu ¹Haoyu Ma ¹Vincent K.N.Lau ¹Kaibin Huang ²Xiaofan Li ³Huabin Nong ⁴Mingyu Zhou⁵

作者信息

1. Hong Kong University of Science and Technology,Hong Kong 999077,China
2. The University of Hong Kong,Hong Kong 999077,China
3. Jinan University,Zhuhai 519000,China
4. Shenzhen Institute of Radio Testing and Technology,Shenzhen 518000,China
5. Baicells Technologies Co.Ltd.,Beijing 100000,China
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摘要

关键词

over-the-air aggregation/federated learning/Internet of things

分类

信息技术与安全科学

引用本文复制引用

Huayan Guo,Yifan Zhu,Haoyu Ma,Vincent K.N.Lau,Kaibin Huang,Xiaofan Li,Huabin Nong,Mingyu Zhou..Over-the-Air Aggregation for Federated Learning:Waveform Superposition and Prototype Validation[J].通信与信息网络学报（英文）,2021,6(4):P.429-442,14.

基金项目

This work was supported by Innovation and Technology Fund under Grant GHP/016/18GD and Guangdong Special Fund for Science and Technology Development under Grant 2019A050503001. （）

通信与信息网络学报（英文）

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ISSN：2096-1081

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