Concepedia

Adversarial Privacy Attacks

Adversarial Privacy Attacks is a category of security threats in federated learning wherein malicious entities exploit model updates or system vulnerabilities to infer sensitive private information about individual participants, distinguished from other privacy risks by their deliberate, targeted nature and reliance on adversarial strategies to compromise data confidentiality.

102

Publications

8.1K

Citations

372

Authors

160

Institutions

Publications per year

2017–2026

94

Parents

Publications

102

Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

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

, , +15

Privacy-Enhanced Federated Learning Against Poisoning Adversaries

Xiaoyuan Liu, Hongwei Li, Guowen Xu et al. · IEEE Transactions on Information Forensics and Security · 2021 · 322 citations

, , +17

Challenges of Deep Learning in Medical Image Analysis—Improving Explainability and Trust

Tribikram Dhar, Nilanjan Dey, Surekha Borra et al. · IEEE Transactions on Technology and Society · 2023 · 281 citations

, , +15

Privacy and Security Issues in Deep Learning: A Survey

Ximeng Liu, Lehui Xie, Jian Zou et al. · IEEE Access · 2020 · 276 citations · Full text

, , +17

Extracting Training Data from Large Language Models

Nicholas Carlini, Florian Tramèr, Eric Wallace et al. · arXiv (Cornell University) · 2020 · 275 citations · Full text

, , +16

1–5 of 102

Authors

372

  1. FT
    Florian Tramèr

    Stanford University, United States

    5 publications · 353 citations

    5

    h-index

  2. SJ
    Somesh Jha

    University of Wisconsin–Madison, United States

    4 publications · 2.9K citations

    4

    h-index

  3. NC
    Nicholas Carlini

    Google (United States), United States

    4 publications · 338 citations

    4

    h-index

  4. MM
    Mohammad Mahmoody

    University of Virginia, United States

    3 publications · 63 citations

    3

    h-index

  5. RA
    Raluca Ada Popa

    University of California, Berkeley, United States

    3 publications · 166 citations

    3

    h-index

1–5 of 372

Institutions

160

  1. University of California, Berkeley

    Berkeley, United States

    8 h-index

    22 publications

    1.4K citations

  2. Berkeley College

    New York, United States

    6 h-index

    19 publications

    1.4K citations

  3. University of Electronic Science and Technology of China

    Chengdu, China

    4 h-index

    10 publications

    1.3K citations

  4. Google (United States)

    Mountain View, United States

    4 h-index

    10 publications

    1.2K citations

  5. Xidian University

    Xi'an, China

    4 h-index

    11 publications

    317 citations

  6. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    3 publications

    625 citations

  7. Universidad del Noreste

    Tampico, Mexico

    3 h-index

    14 publications

    730 citations

  8. Zhejiang University

    Hangzhou, China

    3 h-index

    6 publications

    151 citations

1–8 of 160

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 899 citations

    13

    h-index

  2. Computer Standards & Interfaces

    3 publications · 134 citations

    3

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 3 publications · 171 citations

    3

    h-index

  4. IEEE Access

    2 publications · 318 citations

    2

    h-index

  5. 2

    h-index

1–5