Concepedia

Client Drift

Client Drift is a phenomenon in federated learning where local model updates from clients deviate from the global optimization direction due to statistical heterogeneity across decentralized data distributions, resulting in biased or inconsistent convergence.

21

Publications

2K

Citations

86

Authors

35

Institutions

Publications per year

2017–2026

19

Parents

Publications

21

SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

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

, , +17

SCAFFOLD: Stochastic Controlled Averaging for On-Device Federated Learning.

Sai Praneeth Karimireddy, Satyen Kale, Mehryar Mohri et al. · 2019 · 215 citations

, , +17

What cognitive behavioral techniques do therapists report using when delivering cognitive behavioral therapy for the eating disorders?

Glenn Waller, Hannah Stringer, Caroline Meyer · Journal of Consulting and Clinical Psychology · 2011 · 149 citations

, , +15

Decentralized Federated Learning via Mutual Knowledge Transfer

IEEE Internet of Things Journal · 2021 · 122 citations · Full text

, , +11

Mime: Mimicking Centralized Stochastic Algorithms in Federated Learning

Sai Praneeth Karimireddy, Martin Jaggi, Satyen Kale et al. · arXiv (Cornell University) · 2020 · 94 citations · Full text

, , +15

1–5 of 21

Authors

86

  1. SP
    Sai Praneeth Karimireddy

    École Polytechnique Fédérale de Lausanne, Switzerland

    3 publications · 1K citations

    3

    h-index

  2. AT
    Ananda Theertha Suresh

    Google (United States), United States

    2 publications · 309 citations

    2

    h-index

  3. AM
    Axiu Mao

    City University of Hong Kong, Hong Kong SAR China

    2 publications · 34 citations

    2

    h-index

  4. AX
    An Xu

    University of Pittsburgh, United States

    2 publications · 80 citations

    2

    h-index

  5. HH
    Heng Huang

    The University of Texas at Arlington, United States

    2 publications · 80 citations

    2

    h-index

1–5 of 86

Institutions

35

  1. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    4 publications

    188 citations

  2. City University of Hong Kong

    Hong Kong, Hong Kong

    2 h-index

    8 publications

    136 citations

  3. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    2 h-index

    3 publications

    923 citations

  4. University of Pittsburgh

    Pittsburgh, United States

    2 h-index

    4 publications

    160 citations

  5. Google (United States)

    Mountain View, United States

    2 h-index

    5 publications

    458 citations

  6. Simula UiB

    Bergen, Norway

    1 h-index

    4 publications

    232 citations

  7. Sun Yat-sen University

    Guangzhou, China

    1 h-index

    1 publications

    35 citations

  8. Syracuse University

    Syracuse, United States

    1 h-index

    1 publications

    122 citations

1–8 of 35

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 902 citations

    5

    h-index

  2. IEEE Internet of Things Journal

    2 publications · 157 citations

    2

    h-index

  3. Journal of Consulting and Clinical Psychology

    1 publications · 149 citations

    1

    h-index

  4. 1

    h-index

  5. Animals

    1 publications · 24 citations

    1

    h-index

1–5