Eliminating Communication Bottlenecks in Cross-Device Federated Learning with In-Network Processing at the Edge

Author:

Luo Shouxi1,Fan Pingzhi1,Xing Huanlai1,Luo Long2,Yu Hongfang2

Affiliation:

1. Southwest Jiaotong University

2. University of Electronic Science and Technology of China

Funder

China Postdoctoral Science Foundation

Publisher

IEEE

Reference18 articles.

1. Latency-aware VNF Chain Deployment with Efficient Resource Reuse at Network Edge

2. Named data networking

3. ATP: In-network aggregation for multi-tenant learning;lao;18th USENIX NSDI,2021

4. Scaling distributed machine learning with in-network aggregation;sapio;18th USENIX NSDI,2021

5. In-network aggregation for shared machine learning clusters;gebara;Proceedings of Machine Learning and Systems,2021

Cited by 6 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. Efficient Inter-Datacenter AllReduce With Multiple Trees;IEEE Transactions on Network Science and Engineering;2024-09

2. Neuron Pruning-Based Federated Learning for Communication-Efficient Distributed Training;Lecture Notes in Computer Science;2024

3. Releasing the Power of In-Network Aggregation With Aggregator-Aware Routing Optimization;IEEE/ACM Transactions on Networking;2024

4. FedGSync: Jointly Optimized Weak Synchronization and Gradient Transmission for Fast Distributed Machine Learning in Heterogeneous WAN;2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC);2023-10-01

5. Maximizing Aggregation Throughput for Distributed Training with Constrained In-Network Computing;ICC 2023 - IEEE International Conference on Communications;2023-05-28

同舟云学术

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