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Communication Optimization Algorithms for Distributed Deep Learning Systems: A Survey
Yu, E. ; Dong, D. ; Liao, X.
IEEE Transactions on Parallel and Distributed Systems IEEE Trans. Parallel Distrib. Syst. Parallel and Distributed Systems, IEEE Transactions on. 34(12):3294-3308 Dec, 2023

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Parallelizing Machine Learning Optimization Algorithms on Distributed Data-Parallel Platforms with Parameter Server
Gu, Rong ; Fan, Shiqing ; Hu, Qiu ; et al.
2018 IEEE 24th International Conference on Parallel and Distributed Systems (ICPADS) Parallel and Distributed Systems (ICPADS), 2018 IEEE 24th International Conference on. :126-133 Dec, 2018

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Optimization Algorithms for Distributed Machine Learning
Gauri Joshi ; Gauri Joshi
Synthesis Lectures on Learning, Networks, and Algorithms ISBN: 9783031190667

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8

Accelerated Distributed Approximate Newton Method
Ye, H. ; He, C. ; Chang, X.
IEEE Transactions on Neural Networks and Learning Systems IEEE Trans. Neural Netw. Learning Syst. Neural Networks and Learning Systems, IEEE Transactions on. 34(11):8642-8653 Nov, 2023

*Academic Journal*
9

Stochastic Large-scale Machine Learning Algorithms with Distributed Features and Observations
Fang, Biyi ; Klabjan, Diego ; Vo, Truong
2024 IEEE International Conference on Big Data (BigData) Big Data (BigData), 2024 IEEE International Conference on. :209-242 Dec, 2024

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10

An Analysis Tool for Push-Sum-Based Distributed Optimization
Lin, Y. ; Zhu, Z. ; Liu, J.
IEEE Transactions on Automatic Control IEEE Trans. Automat. Contr. Automatic Control, IEEE Transactions on. 70(12):8298-8305 Dec, 2025

*Academic Journal*
11

Communication Optimization for Distributed Execution of Graph Neural Networks
Kurt, Sureyya Emre ; Yan, Jinghua ; Sukumaran-Rajam, Aravind ; et al.
2023 IEEE International Parallel and Distributed Processing Symposium (IPDPS) IPDPS Parallel and Distributed Processing Symposium (IPDPS), 2023 IEEE International. :512-523 May, 2023

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12

Resilient distributed optimization algorithm against adversary attacks
Zhao, Chengcheng ; He, Jianping ; Wang, Qing-Guo
2017 13th IEEE International Conference on Control & Automation (ICCA) Control & Automation (ICCA), 2017 13th IEEE International Conference on. :473-478 Jul, 2017

*Conference*
13

Fast Classification Algorithms via Distributed Accelerated Alternating Direction Method of Multipliers
Wang, Huihui ; Meng, Shunmei ; Qiao, Yiming ; et al.
2019 IEEE International Conference on Data Mining (ICDM) Data Mining (ICDM), 2019 IEEE International Conference on. :1354-1359 Nov, 2019

*Conference*
14

Distributed Support Vector Machine Based on Distributed Loss
Ma, Yuefeng ; Wang, Mengwei
2022 IEEE 34th International Conference on Tools with Artificial Intelligence (ICTAI) ICTAI Tools with Artificial Intelligence (ICTAI), 2022 IEEE 34th International Conference on. :69-75 Oct, 2022

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16

Weighted Average Consensus Algorithms in Distributed and Federated Learning
Tedeschini, B.C. ; Savazzi, S. ; Nicoli, M.
IEEE Transactions on Network Science and Engineering IEEE Trans. Netw. Sci. Eng. Network Science and Engineering, IEEE Transactions on. 12(2):1369-1382 Apr, 2025

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17

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A Fine-Grained Packet Loss Tolerance Transmission Algorithm for Communication Optimization in Distributed Deep Learning.
Yifei Lu 0001 ; Jingqi Li 0004 ; Shuren Li ; et al.
IEEE Trans. Netw. Serv. Manag.. 21(6):6112-6125

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