Concepedia

Decentralized Federated Learning

Decentralized Federated Learning is a federated learning paradigm in which participants collaboratively train a global model without relying on a central server, distinguished by its fully peer-to-peer architecture for model aggregation and parameter synchronization.

269

Publications

24.4K

Citations

1.1K

Authors

410

Institutions

Publications per year

2017–2026

265

Variants

Decentralized Fl

Parents

Publications

269

Communication-Efficient Learning of Deep Networks from Decentralized Data

H. Brendan McMahan, Eider Moore, Daniel Ramage et al. · arXiv (Cornell University) · 2016 · 5.2K citations · Full text

, , +14

Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent et al. · Foundations and Trends® in Machine Learning · 2020 · 4.7K citations · Full text

, , +14

Towards Federated Learning at Scale: System Design

Keith Bonawitz, Hubert Eichner, Wolfgang Grieskamp et al. · arXiv (Cornell University) · 2019 · 958 citations · Full text

, , +13

Federated Learning: A Survey on Enabling Technologies, Protocols, and Applications

Mohammed Aledhari, Rehma Razzak, Reza M. Parizi et al. · IEEE Access · 2020 · 702 citations · Full text

, , +13

A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus

Yuzheng Li, Chuan Chen, Nan Liu et al. · IEEE Network · 2020 · 627 citations · Full text

, , +16

1–5 of 269

Authors

1.1K

  1. DN
    Dusit Niyato

    Nanyang Technological University, Singapore

    7 publications · 890 citations

    7

    h-index

  2. HV
    H. Vincent Poor

    Princeton University, United States

    6 publications · 599 citations

    6

    h-index

  3. ZX
    Zehui Xiong

    Nanyang Technological University, Singapore

    6 publications · 872 citations

    6

    h-index

  4. JK
    Jiawen Kang

    Guangdong University of Technology, China

    5 publications · 856 citations

    5

    h-index

  5. JL
    Jun Li

    Nanjing University of Science and Technology, China

    5 publications · 487 citations

    5

    h-index

1–5 of 1.1K

Institutions

410

  1. Nanyang Technological University

    Singapore, Singapore

    12 h-index

    35 publications

    3.9K citations

  2. University of Science and Technology of China

    Hefei, China

    8 h-index

    31 publications

    2.5K citations

  3. Peng Cheng Laboratory

    Shenzhen, China

    8 h-index

    9 publications

    423 citations

  4. Shenzhen University

    Shenzhen, China

    7 h-index

    15 publications

    1.1K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    7 h-index

    10 publications

    572 citations

  6. Tsinghua University

    Beijing, China

    7 h-index

    16 publications

    1.3K citations

  7. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    12 publications

    786 citations

  8. Google (United States)

    Mountain View, United States

    6 h-index

    20 publications

    22.5K citations

1–8 of 410

Venues

  1. arXiv (Cornell University)

    Repository · 41 publications · 8.4K citations

    24

    h-index

  2. IEEE Internet of Things Journal

    13 publications · 1.4K citations

    13

    h-index

  3. IEEE Transactions on Industrial Informatics

    6 publications · 749 citations

    6

    h-index

  4. IEEE Access

    6 publications · 864 citations

    6

    h-index

  5. IEEE Network

    6 publications · 895 citations

    6

    h-index

1–5