Concepedia

Federated Optimization

Federated Optimization is an optimization framework in machine learning that coordinates model parameter updates across decentralized devices with local data, preserving data locality while minimizing a global objective through collaborative training.

287

Publications

24.3K

Citations

883

Authors

323

Institutions

Publications per year

2017–2026

283

Parents

Publications

287

Federated Learning: Challenges, Methods, and Future Directions

IEEE Signal Processing Magazine · 2020 · 4.6K citations · Full text

, , +13

Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Jakub Konečný, H. Brendan McMahan, Daniel Ramage et al. · arXiv (Cornell University) · 2016 · 1.7K citations · Full text

, , +13

Federated Learning over Wireless Networks: Optimization Model Design and Analysis

Nguyen H. Tran, Wei Bao, Albert Y. Zomaya et al. · 2019 · 1K citations

, , +15

SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

Sai Praneeth Karimireddy · arXiv (Cornell University) · 2019 · 735 citations · Full text

, , +17

FedProto: Federated Prototype Learning across Heterogeneous Clients

Yue Tan, Guodong Long, Lu Liu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 642 citations · Full text

, , +14

1–5 of 287

Authors

883

  1. PR
    Peter Richtárik

    University of Edinburgh, United Kingdom

    9 publications · 2K citations

    9

    h-index

  2. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    5 publications · 202 citations

    7

    h-index

  3. GJ
    Gauri Joshi

    Carnegie Mellon University, United States

    6 publications · 1.2K citations

    6

    h-index

  4. JW
    Jianyu Wang

    Carnegie Mellon University, United States

    5 publications · 1K citations

    5

    h-index

  5. FH
    Filip Hanzely

    King Abdullah University of Science and Technology, Saudi Arabia

    5 publications · 285 citations

    5

    h-index

1–5 of 883

Institutions

323

  1. Carnegie Mellon University

    Pittsburgh, United States

    9 h-index

    22 publications

    20.4K citations

  2. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    8 h-index

    17 publications

    675 citations

  3. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    10 publications

    247 citations

  4. University of Macau

    Macao, Macao

    7 h-index

    15 publications

    726 citations

  5. Google (United States)

    Mountain View, United States

    6 h-index

    11 publications

    1.8K citations

  6. King Abdullah University of Science and Technology

    Jeddah, Saudi Arabia

    6 h-index

    12 publications

    526 citations

  7. Southeast University

    Nanjing, China

    6 h-index

    14 publications

    348 citations

  8. City University of Macau

    Macao, Macao

    6 h-index

    14 publications

    682 citations

1–8 of 323

Venues

  1. arXiv (Cornell University)

    Repository · 62 publications · 7.6K citations

    28

    h-index

  2. IEEE Transactions on Wireless Communications

    9 publications · 604 citations

    12

    h-index

  3. IEEE Internet of Things Journal

    8 publications · 489 citations

    9

    h-index

  4. IEEE Transactions on Signal Processing

    7 publications · 718 citations

    7

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 921 citations

    6

    h-index

1–5