Concepedia

Distributed Graph Learning

Distributed Graph Learning is a computational framework that enables the collaborative training of graph-based machine learning models across multiple decentralized devices or nodes, where the learning process explicitly accounts for the underlying network topology and data distribution.

120

Publications

5.8K

Citations

449

Authors

172

Institutions

Publications per year

2017–2026

99

Parents

Publications

120

AliGraph

Rong Zhu, Kun Zhao, Hongxia Yang et al. · Proceedings of the VLDB Endowment · 2019 · 293 citations

, , +16

Graph-based deep learning for communication networks: A survey

Weiwei Jiang · Computer Communications · 2021 · 273 citations · Full text

, , +14

A Linear Algorithm for Optimization Over Directed Graphs With Geometric Convergence

IEEE Control Systems Letters · 2018 · 229 citations · Full text

, , +16

PyTorch-BigGraph: A Large-scale Graph Embedding System

Adam Lerer, Ledell Wu, Jiajun Shen et al. · arXiv (Cornell University) · 2019 · 205 citations · Full text

, , +16

DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs

Da Zheng, Chao Ma, Minjie Wang et al. · 2020 · 191 citations

, , +16

1–5 of 120

Authors

449

  1. AH
    Ali H. Sayed

    University of California, Los Angeles, United States

    5 publications · 138 citations

    5

    h-index

  2. SV
    Stefan Vlaski

    École Polytechnique Fédérale de Lausanne, Switzerland

    4 publications · 93 citations

    4

    h-index

  3. DZ
    Da Zheng

    Amazon (United States), United States

    4 publications · 296 citations

    4

    h-index

  4. HY
    Hongxia Yang

    Alibaba Group (China), China

    4 publications · 480 citations

    4

    h-index

  5. RN
    Roula Nassif

    Université Côte d'Azur, France

    4 publications · 117 citations

    4

    h-index

1–5 of 449

Institutions

172

  1. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    6 h-index

    17 publications

    408 citations

  2. Tsinghua University

    Beijing, China

    5 h-index

    7 publications

    579 citations

  3. Aalborg University

    Aalborg, Denmark

    4 h-index

    4 publications

    91 citations

  4. Alibaba Group (United States)

    San Mateo, United States

    3 h-index

    30 publications

    2.9K citations

  5. Peking University

    Beijing, China

    3 h-index

    3 publications

    172 citations

  6. Beijing University of Posts and Telecommunications

    Beijing, China

    3 h-index

    8 publications

    221 citations

  7. Wuhan University

    Wuhan, China

    3 h-index

    9 publications

    340 citations

  8. Sapienza University of Rome

    Rome, Italy

    3 h-index

    4 publications

    337 citations

1–8 of 172

Venues

  1. arXiv (Cornell University)

    Repository · 24 publications · 773 citations

    15

    h-index

  2. Proceedings of the VLDB Endowment

    PVLDB · 4 publications · 440 citations

    4

    h-index

  3. IEEE Transactions on Signal Processing

    3 publications · 163 citations

    3

    h-index

  4. IEEE Transactions on Automatic Control

    3 publications · 96 citations

    3

    h-index

  5. 3

    h-index

1–5