Concepedia

Federated Learning Theory

Federated Learning Theory is a theoretical framework within distributed machine learning that formally characterizes the principles, limitations, and guarantees of learning models across decentralized data sources while preserving data locality and privacy.

51

Publications

7.9K

Citations

208

Authors

87

Institutions

Publications per year

2017–2026

51

Parents

Publications

51

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

Federated Learning: Challenges, Methods, and Future Directions

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

, , +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

A Survey of Incentive Mechanism Design for Federated Learning

Yufeng Zhan, Jie Zhang, Zicong Hong et al. · IEEE Transactions on Emerging Topics in Computing · 2021 · 275 citations

, , +13

Applications of federated learning in smart cities: recent advances, taxonomy, and open challenges

Zhaohua Zheng, Yize Zhou, Yilong Sun et al. · Connection Science · 2021 · 200 citations · Full text

, , +12

1–5 of 51

Authors

208

  1. QY
    Qiang Yang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    3 publications · 269 citations

    3

    h-index

  2. HY
    Han Yu

    Nanyang Technological University, Singapore

    2 publications · 171 citations

    2

    h-index

  3. KL
    Keqiu Li

    Dalian University of Technology, China

    2 publications · 211 citations

    2

    h-index

  4. YS
    Yilong Sun

    Tianjin University of Science and Technology, China

    2 publications · 211 citations

    2

    h-index

  5. YZ
    Yize Zhou

    Hainan University, China

    2 publications · 211 citations

    2

    h-index

1–5 of 208

Institutions

87

  1. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    5 h-index

    7 publications

    324 citations

  2. University of Macau

    Macao, Macao

    3 h-index

    4 publications

    337 citations

  3. Tsinghua University

    Beijing, China

    3 h-index

    7 publications

    319 citations

  4. Tianjin University

    Tianjin, China

    2 h-index

    3 publications

    222 citations

  5. University of Hong Kong

    Pok Fu Lam, Hong Kong

    2 h-index

    2 publications

    93 citations

  6. City University of Macau

    Macao, Macao

    2 h-index

    2 publications

    211 citations

  7. Hainan University

    Haikou, China

    2 h-index

    7 publications

    833 citations

  8. Huawei Technologies (China)

    Shenzhen, China

    2 h-index

    5 publications

    225 citations

1–8 of 87

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 297 citations

    11

    h-index

  2. Journal of Information Security and Applications

    JISA · 2 publications · 165 citations

    2

    h-index

  3. IEEE Internet of Things Journal

    2 publications · 77 citations

    2

    h-index

  4. ACM Transactions on Intelligent Systems and Technology

    TIST · 2 publications · 188 citations

    2

    h-index

  5. IEEE Communications Surveys & Tutorials

    ComST · 1 publications · 33 citations

    1

    h-index

1–5