Concepedia

Parameter Server Architecture

Parameter Server Architecture is a distributed computing framework that coordinates the parallel training of machine learning models by decoupling model parameters and computation across parameter servers and worker nodes, enabling scalable and efficient optimization in large-scale data settings.

252

Publications

34.1K

Citations

849

Authors

257

Institutions

Publications per year

2017–2026

233

Parents

Publications

252

TensorFlow: A system for large-scale machine learning

Martı́n Abadi, Paul Barham, Jianmin Chen et al. · arXiv (Cornell University) · 2016 · 8.8K citations · Full text

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TensorFlow: a system for large-scale machine learning

Martı́n Abadi, Paul Barham, Jianmin Chen et al. · Operating Systems Design and Implementation · 2016 · 6.4K citations

, , +15

Scaling distributed machine learning with the parameter server

Mu Li, David G. Andersen, Jun Woo Park et al. · Operating Systems Design and Implementation · 2014 · 1.1K citations

, , +16

Scaling Distributed Machine Learning with the Parameter Server

Mu Li · 2014 · 990 citations · Full text

, , +16

Client-Edge-Cloud Hierarchical Federated Learning

Lumin Liu, Jun Zhang, Shenghui Song et al. · 2020 · 886 citations

, , +15

1–5 of 252

Authors

849

  1. DG
    Denız Gündüz

    Imperial College London, United Kingdom

    16 publications · 1.9K citations

    14

    h-index

  2. CW
    Chuan Wu

    University of Hong Kong, Hong Kong SAR China

    11 publications · 715 citations

    11

    h-index

  3. MM
    Mohammad Mohammadi Amiri

    Imperial College London, United Kingdom

    9 publications · 1.6K citations

    9

    h-index

  4. SG
    Song Guo

    Hong Kong Polytechnic University, Hong Kong SAR China

    8 publications · 801 citations

    8

    h-index

  5. YZ
    Yipeng Zhou

    Macquarie University, Australia

    8 publications · 286 citations

    8

    h-index

1–5 of 849

Institutions

257

  1. Imperial College London

    London, United Kingdom

    16 h-index

    29 publications

    3.2K citations

  2. University of Hong Kong

    Pok Fu Lam, Hong Kong

    14 h-index

    31 publications

    2.5K citations

  3. Tsinghua University

    Beijing, China

    12 h-index

    42 publications

    1.5K citations

  4. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    11 h-index

    16 publications

    3K citations

  5. Peng Cheng Laboratory

    Shenzhen, China

    11 h-index

    15 publications

    634 citations

  6. Princeton University

    Princeton, United States

    10 h-index

    19 publications

    2.1K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    45 publications

    12.8K citations

  8. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    10 h-index

    21 publications

    3.6K citations

1–8 of 257

Venues

  1. arXiv (Cornell University)

    Repository · 40 publications · 10.7K citations

    23

    h-index

  2. IEEE Journal on Selected Areas in Communications

    11 publications · 788 citations

    11

    h-index

  3. IEEE Transactions on Wireless Communications

    9 publications · 377 citations

    9

    h-index

  4. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 8 publications · 245 citations

    8

    h-index

  5. IEEE Internet of Things Journal

    8 publications · 1K citations

    7

    h-index

1–5