Time-Correlated Sparsification for Efficient Over-the-Air Model Aggregation in Wireless Federated Learning
Author:
Affiliation:
1. Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084
2. Imperial College London,Department of Electrical and Electronic Engineering,London,UK,SW7 2BT
Funder
National Natural Science Foundation of China
China Postdoctoral Science Foundation
European Research Council
CHIST-ERA
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/9837954/9838246/09839279.pdf?arnumber=9839279
Reference20 articles.
1. Scheduling Policies for Federated Learning in Wireless Networks
2. Joint Device Scheduling and Resource Allocation for Latency Constrained Wireless Federated Learning
3. Broadband Analog Aggregation for Low-Latency Federated Edge Learning
4. Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air
5. Federated Learning Over Wireless Fading Channels
Cited by 13 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. Information-Theoretically Private Federated Submodel Learning With Storage Constrained Databases;IEEE Transactions on Information Theory;2024-08
2. Stochastic gradient compression for federated learning over wireless network;China Communications;2024-04
3. Private Read Update Write (PRUW) in Federated Submodel Learning (FSL): Communication Efficient Schemes With and Without Sparsification;IEEE Transactions on Information Theory;2024-02
4. Feature-Based Federated Transfer Learning: Communication Efficiency, Robustness and Privacy;IEEE Transactions on Machine Learning in Communications and Networking;2024
5. Efficient Model Compression via Global Sparsification for Over-the-Air Federated Learning;2023 IEEE Globecom Workshops (GC Wkshps);2023-12-04
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