Concepedia

Model Inversion Attacks

Model Inversion Attack is a privacy attack in federated learning where an adversary reconstructs sensitive input data from a machine learning model's parameters or outputs by exploiting the model's inference behavior.

129

Publications

14.8K

Citations

412

Authors

178

Institutions

Publications per year

2017–2026

123

Variants

Model Inversion Attack

Parents

Publications

129

The Algorithmic Foundations of Differential Privacy

Cynthia Dwork, Aaron Roth · Foundations and Trends® in Theoretical Computer Science · 2014 · 4.2K citations

, , +11

Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

Matt Fredrikson, Somesh Jha, Thomas Ristenpart · 2015 · 2.8K citations · Full text

, , +15

Trojaning Attack on Neural Networks

Yingqi Liu, Shiqing Ma, Yousra Aafer et al. · 2018 · 1.2K citations · Full text

, , +9

Privacy in Pharmacogenetics: An End-to-End Case Study of Personalized Warfarin Dosing.

Matt Fredrikson, Éric Lantz, Somesh Jha et al. · PubMed · 2014 · 568 citations

, , +16

The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks

Yuheng Zhang, Ruoxi Jia, Hengzhi Pei et al. · 2020 · 414 citations

, , +16

1–5 of 129

Authors

412

  1. SJ
    Somesh Jha

    University of Wisconsin–Madison, United States

    5 publications · 3.5K citations

    5

    h-index

  2. RJ
    Ruoxi Jia

    University of California, Berkeley, United States

    5 publications · 585 citations

    5

    h-index

  3. MF
    Matt Fredrikson

    Carnegie Mellon University, United States

    5 publications · 3.5K citations

    5

    h-index

  4. WZ
    Wanlei Zhou

    Deakin University, Australia

    3 publications · 159 citations

    4

    h-index

  5. TZ
    Tianqing Zhu

    University of Technology Sydney, Australia

    3 publications · 159 citations

    4

    h-index

1–5 of 412

Institutions

178

  1. University of Technology Sydney

    Sydney, Australia

    4 h-index

    10 publications

    557 citations

  2. City University of Macau

    Macao, Macao

    4 h-index

    3 publications

    159 citations

  3. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    6 publications

    100 citations

  4. Tsinghua University

    Beijing, China

    4 h-index

    5 publications

    532 citations

  5. Institute of Information Engineering

    Beijing, China

    4 h-index

    17 publications

    657 citations

  6. University of Oxford

    Oxford, United Kingdom

    3 h-index

    3 publications

    352 citations

  7. Purdue University West Lafayette

    West Lafayette, United States

    3 h-index

    10 publications

    7.4K citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    3 publications

    510 citations

1–8 of 178

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 544 citations

    15

    h-index

  2. 7

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 228 citations

    5

    h-index

  4. IEEE Access

    3 publications · 64 citations

    4

    h-index

  5. Computers & Security

    3 publications · 135 citations

    3

    h-index

1–5