Concepedia

Hierarchical Federated Learning

Hierarchical Federated Learning is a federated learning framework that organizes participating devices into multiple layers of intermediary servers to enable localized model aggregation and improved scalability, communication efficiency, and heterogeneity management across distributed clients.

115

Publications

11.4K

Citations

486

Authors

211

Institutions

Publications per year

2017–2026

112

Variants

Hfl

Parents

Publications

115

Client-Edge-Cloud Hierarchical Federated Learning

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

, , +15

A survey on federated learning: challenges and applications

Jie Wen, Zhixia Zhang, Zhihua Cui et al. · International Journal of Machine Learning and Cybernetics · 2022 · 753 citations · Full text

, , +11

Federated learning review: Fundamentals, enabling technologies, and future applications

Syreen Banabilah, Moayad Aloqaily, Eitaa Alsayed et al. · Information Processing & Management · 2022 · 524 citations

, , +9

HFEL: Joint Edge Association and Resource Allocation for Cost-Efficient Hierarchical Federated Edge Learning

Siqi Luo, Xu Chen, Qiong Wu et al. · IEEE Transactions on Wireless Communications · 2020 · 427 citations

, , +13

Federated Learning for intrusion detection system: Concepts, challenges and future directions

Shaashwat Agrawal, Sagnik Sarkar, Ons Aouedi et al. · Computer Communications · 2022 · 401 citations · Full text

, , +16

1–5 of 115

Authors

486

  1. MG
    Mohsen Guizani

    Qatar University, Qatar

    6 publications · 389 citations

    6

    h-index

  2. DN
    Dusit Niyato

    Nanyang Technological University, Singapore

    4 publications · 521 citations

    4

    h-index

  3. TR
    Thippa Reddy Gadekallu

    Vellore Institute of Technology University, India

    4 publications · 993 citations

    4

    h-index

  4. AE
    Aiman Erbad

    Qatar University, Qatar

    4 publications · 340 citations

    4

    h-index

  5. AM
    Amr Mohamed

    Qatar University, Qatar

    4 publications · 340 citations

    4

    h-index

1–5 of 486

Institutions

211

  1. Nanyang Technological University

    Singapore, Singapore

    7 h-index

    16 publications

    1.7K citations

  2. Hamad bin Khalifa University

    Doha, Qatar

    6 h-index

    9 publications

    476 citations

  3. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    5 h-index

    13 publications

    3.4K citations

  4. Mohamed bin Zayed University of Artificial Intelligence

    Abu Dhabi, United Arab Emirates

    5 h-index

    8 publications

    707 citations

  5. Sun Yat-sen University

    Guangzhou, China

    5 h-index

    17 publications

    2.7K citations

  6. Singapore University of Technology and Design

    Singapore, Singapore

    5 h-index

    7 publications

    668 citations

  7. Qatar University

    Doha, Qatar

    5 h-index

    20 publications

    1.5K citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    4 h-index

    10 publications

    2.1K citations

1–8 of 211

Venues

  1. IEEE Internet of Things Journal

    8 publications · 582 citations

    8

    h-index

  2. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 7 publications · 721 citations

    7

    h-index

  3. arXiv (Cornell University)

    Repository · 7 publications · 276 citations

    7

    h-index

  4. IEEE Transactions on Wireless Communications

    6 publications · 905 citations

    6

    h-index

  5. 4

    h-index

1–5