Self-Adaptive Gradient Quantization for Geo-Distributed Machine Learning Over Heterogeneous and Dynamic Networks

Author:

Fan Chenyu1ORCID,Zhang Xiaoning1ORCID,Zhao Yangming2ORCID,Liu Yutao1ORCID,Yu Shui3ORCID

Affiliation:

1. School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China

2. School of Computer Science and Technology, University of Science and Technology of China, Hefei, China

3. School of Computer Science, University of Technology Sydney, Sydney, Australia

Funder

Natural Science Foundation of Sichuan Province

Open Research Projects of Zhejiang Lab

National Natural Science Foundation of China

Natural Science Foundation of Anhui Province

Natural Science Foundation of Jiangsu Province

Hefei Municipal Natural Science Foundation

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Networks and Communications,Computer Science Applications,Hardware and Architecture,Information Systems,Software

Cited by 4 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

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2. Optimization of machine learning models through quantization and data bit reduction in healthcare datasets;Franklin Open;2024-09

3. ML Training with Cloud GPU Shortages;Proceedings of the 4th Workshop on Machine Learning and Systems;2024-04-22

4. Accelerating Geo-Distributed Machine Learning With Network-Aware Adaptive Tree and Auxiliary Route;IEEE/ACM Transactions on Networking;2024

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