Concepedia

User-level Differential Privacy

User-Level Differential Privacy is a variant of differential privacy in which the privacy guarantee ensures that the output distribution of a mechanism changes by at most a multiplicative factor of exp(ε) when the data of any single user is added to or removed from the dataset, thereby protecting the contribution of an entire user regardless of the number of data points they contribute.

40

Publications

2.5K

Citations

115

Authors

56

Institutions

Publications per year

2017–2026

34

Parents

Publications

40

Learning Differentially Private Recurrent Language Models

H. Brendan McMahan, Daniel Ramage, Kunal Talwar et al. · arXiv (Cornell University) · 2017 · 671 citations · Full text

, , +15

User-Level Privacy-Preserving Federated Learning: Analysis and Performance Optimization

Kang Wei, Jun Li, Ming Ding et al. · IEEE Transactions on Mobile Computing · 2021 · 272 citations

, , +17

Dependence Makes You Vulnerable: Differential Privacy Under Dependent Tuples

Changchang Liu, Supriyo Chakraborty, Prateek Mittal · 2016 · 141 citations · Full text

, , +17

Learning Differentially Private Recurrent Language Models

H. Brendan McMahan, Daniel Ramage, Kunal Talwar et al. · arXiv (Cornell University) · 2017 · 104 citations · Full text

, , +15

Differentially Private Learning with Adaptive Clipping

Galen Andrew, Om Thakkar, H. Brendan McMahan et al. · arXiv (Cornell University) · 2019 · 89 citations · Full text

, , +16

1–5 of 40

Authors

115

  1. HB
    H. Brendan McMahan

    Google (United States), United States

    6 publications · 1K citations

    6

    h-index

  2. KT
    Kunal Talwar

    Microsoft (United States), United States

    3 publications · 853 citations

    3

    h-index

  3. GA
    Galen Andrew

    Google (United States), United States

    3 publications · 163 citations

    3

    h-index

  4. DR
    Daniel Ramage

    Google (United States), United States

    3 publications · 853 citations

    3

    h-index

  5. DD
    David Durfee

    Georgia Institute of Technology, United States

    3 publications · 70 citations

    3

    h-index

1–5 of 115

Institutions

56

  1. Google (United States)

    Mountain View, United States

    5 h-index

    12 publications

    962 citations

  2. Data61

    Sydney, Australia

    3 h-index

    4 publications

    362 citations

  3. Princeton University

    Princeton, United States

    3 h-index

    4 publications

    566 citations

  4. University of Southern California

    Los Angeles, United States

    3 h-index

    7 publications

    246 citations

  5. Wuhan University

    Wuhan, China

    2 h-index

    6 publications

    432 citations

  6. Tsinghua University

    Beijing, China

    2 h-index

    4 publications

    568 citations

  7. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    4 publications

    62 citations

  8. California Southern University

    Chandler, United States

    2 h-index

    4 publications

    138 citations

1–8 of 56

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 1K citations

    9

    h-index

  2. Computers & Security

    2 publications · 80 citations

    2

    h-index

  3. Journal of Privacy and Confidentiality

    JPC · 2 publications · 48 citations

    2

    h-index

  4. SSRN Electronic Journal

    Repository · 1 publications · 15 citations

    1

    h-index

  5. Harvard Kennedy School Misinformation Review

    1 publications · 29 citations

    1

    h-index

1–5