Concepedia

Federated Learning Privacy

Federated Learning Privacy is a privacy-preserving machine learning paradigm that enables decentralized model training across distributed devices or servers while minimizing data exposure by ensuring raw data remains localized and only model updates are shared.

1K

Publications

77K

Citations

3.1K

Authors

940

Institutions

Publications per year

2017–2026

1K

Parents

Children

Publications

1K

The future of digital health with federated learning

npj Digital Medicine · 2020 · 2.5K citations · Full text

, , +11

Federated Learning with Non-IID Data

Yue Zhao, Meng Li, Liangzhen Lai et al. · arXiv (Cornell University) · 2018 · 1.9K citations · Full text

, , +15

Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning

Milad Nasr, Reza Shokri, Amir Houmansadr · 2019 · 1.6K citations · Full text

, , +16

Federated Learning for Healthcare Informatics

Jie Xu, Benjamin S. Glicksberg, Chang Su et al. · Journal of Healthcare Informatics Research · 2020 · 1.4K citations · Full text

, , +16

Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

Micah Sheller, Brandon Edwards, G. Anthony Reina et al. · Scientific Reports · 2020 · 1.4K citations · Full text

, , +14

1–5 of 1K

Authors

3.1K

  1. HL
    Hongwei Li

    University of Electronic Science and Technology of China, China

    13 publications · 2.6K citations

    14

    h-index

  2. SY
    Shui Yu

    University of Technology Sydney, Australia

    12 publications · 1.3K citations

    13

    h-index

  3. QY
    Qiang Yang

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

    13 publications · 1.6K citations

    13

    h-index

  4. GX
    Guowen Xu

    University of Electronic Science and Technology of China, China

    13 publications · 2.4K citations

    13

    h-index

  5. RL
    Rongxing Lu

    University of New Brunswick, Canada

    10 publications · 853 citations

    12

    h-index

1–5 of 3.1K

Institutions

940

  1. University of Electronic Science and Technology of China

    Chengdu, China

    26 h-index

    81 publications

    11.2K citations

  2. Xidian University

    Xi'an, China

    26 h-index

    69 publications

    7K citations

  3. Nanyang Technological University

    Singapore, Singapore

    25 h-index

    53 publications

    8.4K citations

  4. Tsinghua University

    Beijing, China

    24 h-index

    64 publications

    4.9K citations

  5. University of Technology Sydney

    Sydney, Australia

    23 h-index

    47 publications

    3.9K citations

  6. Peng Cheng Laboratory

    Shenzhen, China

    21 h-index

    40 publications

    4.4K citations

  7. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    19 h-index

    37 publications

    2.7K citations

  8. Beijing University of Posts and Telecommunications

    Beijing, China

    17 h-index

    43 publications

    3.7K citations

1–8 of 940

Venues

  1. arXiv (Cornell University)

    Repository · 107 publications · 7.5K citations

    36

    h-index

  2. IEEE Internet of Things Journal

    40 publications · 4.8K citations

    32

    h-index

  3. IEEE Transactions on Industrial Informatics

    27 publications · 3.9K citations

    25

    h-index

  4. IEEE Access

    28 publications · 2.3K citations

    24

    h-index

  5. 22

    h-index

1–5