Concepedia

Inference Attacks

Inference Attack is a type of privacy threat in which an adversary deduces sensitive, private information from indirect observations or seemingly innocuous data through analytical or machine learning techniques.

426

Publications

31.3K

Citations

1.2K

Authors

435

Institutions

Publications per year

2017–2026

346

Parents

Publications

426

Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

Matt Fredrikson, Somesh Jha, Thomas Ristenpart · 2015 · 2.8K 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

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

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

, , +17

Stealing Machine Learning Models via Prediction APIs

Florian Tramèr, Fan Zhang, Ari Juels et al. · arXiv (Cornell University) · 2016 · 733 citations · Full text

, , +13

Quantifying Location Privacy

Reza Shokri, George Theodorakopoulos, Jean‐Yves Le Boudec et al. · 2011 · 701 citations · Full text

, , +16

1–5 of 426

Authors

1.2K

  1. RS
    Reza Shokri

    National University of Singapore, Singapore

    14 publications · 3.5K citations

    13

    h-index

  2. MB
    Michael Backes

    Saarland University, Germany

    11 publications · 725 citations

    12

    h-index

  3. ED
    Emiliano De Cristofaro

    University College London, United Kingdom

    11 publications · 795 citations

    11

    h-index

  4. NZ
    Neil Zhenqiang Gong

    Duke University, United States

    9 publications · 797 citations

    10

    h-index

  5. FT
    Florian Tramèr

    Stanford University, United States

    8 publications · 1.4K citations

    8

    h-index

1–5 of 1.2K

Institutions

435

  1. Xidian University

    Xi'an, China

    13 h-index

    45 publications

    1.4K citations

  2. National University of Singapore

    Singapore, Singapore

    12 h-index

    16 publications

    3K citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    11 h-index

    23 publications

    3.4K citations

  4. Helmholtz Center for Information Security

    Saarbrücken, Germany

    11 h-index

    28 publications

    3.3K citations

  5. Tsinghua University

    Beijing, China

    10 h-index

    19 publications

    1.4K citations

  6. Zhejiang University

    Hangzhou, China

    10 h-index

    7 publications

    742 citations

  7. University College London

    London, United Kingdom

    9 h-index

    23 publications

    2.2K citations

  8. Princeton University

    Princeton, United States

    9 h-index

    14 publications

    1.7K citations

1–8 of 435

Venues

  1. arXiv (Cornell University)

    Repository · 72 publications · 3.4K citations

    28

    h-index

  2. IEEE Transactions on Dependable and Secure Computing

    TDSC · 13 publications · 1K citations

    12

    h-index

  3. 12

    h-index

  4. IEEE Internet of Things Journal

    11 publications · 565 citations

    11

    h-index

  5. Proceedings on Privacy Enhancing Technologies

    PoPETs · 7 publications · 716 citations

    8

    h-index

1–5