Coded Over-the-Air Computation for Model Aggregation in Federated Learning
Author:
Affiliation:
1. School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China
Funder
NSF of China
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Electrical and Electronic Engineering,Computer Science Applications,Modeling and Simulation
Link
https://ieeexplore.ieee.org/ielam/4234/10008392/9895450-aam.pdf
Reference14 articles.
1. Computation Over Gaussian Networks With Orthogonal Components
2. Convex Optimization: Algorithms and Complexity
3. Over-the-Air Aggregation for Federated Learning: Waveform Superposition and Prototype Validation
4. SuperNeurons: FFT-based gradient sparsification in the distributed training of deep neural networks;wang;arXiv 1811 08596,2018
5. Gradient Statistics Aware Power Control for Over-the-Air Federated Learning
Cited by 10 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. A Novel Channel Coding Scheme for Digital Multiple Access Computing;ICC 2024 - IEEE International Conference on Communications;2024-06-09
2. Artificial Intelligence for Wireless Physical-Layer Technologies (AI4PHY): A Comprehensive Survey;IEEE Transactions on Cognitive Communications and Networking;2024-06
3. Over-the-air federated learning: Status quo, open challenges, and future directions;Fundamental Research;2024-02
4. A Survey on Federated Learning for Reconfigurable Intelligent Metasurfaces-Aided Wireless Networks;IEEE Open Journal of the Communications Society;2024
5. Coded Federated Learning for Communication-Efficient Edge Computing: A Survey;IEEE Open Journal of the Communications Society;2024
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3