Concepedia

Membership Inference

Membership Inference is a type of privacy attack in which an adversary determines whether a specific data record was part of the training dataset of a machine learning model, thereby revealing sensitive information about individuals' participation in the data.

226

Publications

17.4K

Citations

644

Authors

236

Institutions

Publications per year

2017–2026

216

Parents

Publications

226

Membership Inference Attacks Against Machine Learning Models

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

, , +17

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

Membership Inference Attacks From First Principles

Nicholas Carlini, Steve Chien, Milad Nasr et al. · 2022 IEEE Symposium on Security and Privacy (SP) · 2022 · 393 citations

, , +13

1–5 of 226

Authors

644

  1. MB
    Michael Backes

    Saarland University, Germany

    13 publications · 947 citations

    13

    h-index

  2. RS
    Reza Shokri

    National University of Singapore, Singapore

    13 publications · 5.2K citations

    12

    h-index

  3. ED
    Emiliano De Cristofaro

    University College London, United Kingdom

    13 publications · 963 citations

    12

    h-index

  4. MF
    Mario Fritz

    Max Planck Institute for Informatics, Germany

    8 publications · 553 citations

    8

    h-index

  5. CT
    Carmela Troncoso

    École Polytechnique Fédérale de Lausanne, Switzerland

    7 publications · 119 citations

    7

    h-index

1–5 of 644

Institutions

236

  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

    9 h-index

    14 publications

    1.5K citations

  4. University of Virginia

    Charlottesville, United States

    9 h-index

    17 publications

    851 citations

  5. Huazhong University of Science and Technology

    Wuhan, China

    8 h-index

    28 publications

    1.4K citations

  6. Duke University

    Durham, United States

    7 h-index

    11 publications

    1.1K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    12 publications

    2.4K citations

  8. The Alan Turing Institute

    London, United Kingdom

    6 h-index

    12 publications

    655 citations

1–8 of 236

Venues

  1. arXiv (Cornell University)

    Repository · 64 publications · 2K citations

    26

    h-index

  2. IEEE Transactions on Dependable and Secure Computing

    TDSC · 8 publications · 349 citations

    8

    h-index

  3. Proceedings on Privacy Enhancing Technologies

    PoPETs · 7 publications · 696 citations

    7

    h-index

  4. 5

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 158 citations

    4

    h-index

1–5