Concepedia

Personalized Federated Learning

Personalized Federated Learning is a federated learning paradigm that extends standard federated learning by enabling participant-specific model personalization to address heterogeneity in data distributions, thereby optimizing individual performance while leveraging shared global knowledge.

205

Publications

14.5K

Citations

813

Authors

282

Institutions

Publications per year

2017–2026

204

Variants

Pfl

Parents

Publications

205

Towards Personalized Federated Learning

IEEE Transactions on Neural Networks and Learning Systems · 2022 · 1K citations · Full text

, , +16

FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare

Yiqiang Chen, Xin Qin, Jindong Wang et al. · IEEE Intelligent Systems · 2020 · 976 citations

, , +12

Personalized Cross-Silo Federated Learning on Non-IID Data

Yutao Huang, Lingyang Chu, Zirui Zhou et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 659 citations · Full text

, , +13

Personalized Federated Learning for Intelligent IoT Applications: A Cloud-Edge Based Framework

Qiong Wu, Kaiwen He, Xu Chen · IEEE Open Journal of the Computer Society · 2020 · 417 citations · Full text

, , +17

Personalized Federated Learning with Theoretical Guarantees: A Model-Agnostic Meta-Learning Approach

Alireza Fallah, Aryan Mokhtari, Asuman Ozdaglar · Neural Information Processing Systems · 2020 · 382 citations

, , +12

1–5 of 205

Authors

813

  1. XC
    Xu Chen

    Sun Yat-sen University, China

    5 publications · 972 citations

    5

    h-index

  2. SG
    Song Guo

    Hong Kong Polytechnic University, Hong Kong SAR China

    5 publications · 324 citations

    5

    h-index

  3. JW
    Jindong Wang

    Microsoft Research Asia (China), China

    5 publications · 1.2K citations

    5

    h-index

  4. HG
    Haibing Guan

    Shanghai Jiao Tong University, China

    4 publications · 530 citations

    4

    h-index

  5. HY
    Hua Yang

    Queen's University Belfast, United Kingdom

    4 publications · 530 citations

    4

    h-index

1–5 of 813

Institutions

282

  1. Sun Yat-sen University

    Guangzhou, China

    9 h-index

    27 publications

    3K citations

  2. University of Technology Sydney

    Sydney, Australia

    7 h-index

    20 publications

    1.4K citations

  3. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    6 h-index

    8 publications

    1.3K citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    6 h-index

    19 publications

    2.8K citations

  5. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    5 h-index

    17 publications

    1.5K citations

  6. Zhejiang University

    Hangzhou, China

    5 h-index

    10 publications

    593 citations

  7. Huazhong University of Science and Technology

    Wuhan, China

    5 h-index

    11 publications

    848 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    16 publications

    1.3K citations

1–8 of 282

Venues

  1. arXiv (Cornell University)

    Repository · 49 publications · 2.8K citations

    24

    h-index

  2. IEEE Internet of Things Journal

    7 publications · 598 citations

    7

    h-index

  3. 6

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 1.4K citations

    6

    h-index

  5. 5

    h-index

1–5