Concepedia

Membership Inference Attacks

Membership Inference Attack is a type of privacy attack in machine learning wherein an adversary determines whether a specific data sample was part of the training dataset used to build a model, thereby distinguishing the model’s behavior on members versus non-members of its training set.

223

Publications

19.1K

Citations

642

Authors

225

Institutions

Publications per year

2017–2026

220

Parents

Publications

223

Membership Inference Attacks Against Machine Learning Models

Reza Shokri, Marco Stronati, Congzheng Song et al. · 2017 · 4.2K citations

, , +17

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

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Samuel Yeom, Irene Giacomelli, Matt Fredrikson et al. · 2018 · 904 citations

, , +17

Machine Learning with Membership Privacy using Adversarial Regularization

Milad Nasr, Reza Shokri, Amir Houmansadr · 2018 · 429 citations · Full text

, , +14

LOGAN: Membership Inference Attacks Against Generative Models

Jamie Hayes, Luca Melis, George Danezis et al. · Proceedings on Privacy Enhancing Technologies · 2018 · 420 citations · Full text

, , +15

1–5 of 223

Authors

642

  1. RS
    Reza Shokri

    National University of Singapore, Singapore

    15 publications · 6.9K citations

    13

    h-index

  2. MB
    Michael Backes

    Saarland University, Germany

    13 publications · 947 citations

    13

    h-index

  3. ED
    Emiliano De Cristofaro

    University College London, United Kingdom

    14 publications · 1K citations

    12

    h-index

  4. MF
    Mario Fritz

    Max Planck Institute for Informatics, Germany

    8 publications · 553 citations

    8

    h-index

  5. MN
    Milad Nasr

    University of Massachusetts Amherst, United States

    7 publications · 2.6K citations

    7

    h-index

1–5 of 642

Institutions

225

  1. Helmholtz Center for Information Security

    Saarbrücken, Germany

    16 h-index

    51 publications

    5.1K citations

  2. University College London

    London, United Kingdom

    12 h-index

    29 publications

    2.9K citations

  3. National University of Singapore

    Singapore, Singapore

    10 h-index

    15 publications

    3.1K citations

  4. University of Virginia

    Charlottesville, United States

    8 h-index

    16 publications

    810 citations

  5. Huazhong University of Science and Technology

    Wuhan, China

    8 h-index

    28 publications

    1.4K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    12 publications

    2.4K citations

  7. University of Massachusetts Amherst

    Amherst Center, United States

    6 h-index

    10 publications

    4.6K citations

  8. The Alan Turing Institute

    London, United Kingdom

    6 h-index

    12 publications

    655 citations

1–8 of 225

Venues

  1. arXiv (Cornell University)

    Repository · 67 publications · 2.3K citations

    28

    h-index

  2. IEEE Transactions on Dependable and Secure Computing

    TDSC · 7 publications · 298 citations

    7

    h-index

  3. Proceedings on Privacy Enhancing Technologies

    PoPETs · 7 publications · 696 citations

    7

    h-index

  4. 6

    h-index

  5. IEEE Access

    3 publications · 298 citations

    3

    h-index

1–5