Concepedia

Gradient Leakage Attacks

Gradient Leakage Attacks is a type of privacy attack in federated learning where an adversary reconstructs sensitive raw data or infers private information by analyzing shared model gradients, exploiting the inherent information leakage in gradient updates during distributed training.

78

Publications

5.8K

Citations

295

Authors

99

Institutions

Publications per year

2017–2026

78

Variants

Gradient Inversion Attacks

Parents

Publications

78

Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples

Anish Athalye, Nicholas Carlini, David Wagner · arXiv (Cornell University) · 2018 · 1.2K citations · Full text

, , +9

VerifyNet: Secure and Verifiable Federated Learning

Guowen Xu, Hongwei Li, Sen Liu et al. · IEEE Transactions on Information Forensics and Security · 2019 · 792 citations

, , +14

ShieldFL: Mitigating Model Poisoning Attacks in Privacy-Preserving Federated Learning

Zhuoran Ma, Jianfeng Ma, Yinbin Miao et al. · IEEE Transactions on Information Forensics and Security · 2022 · 308 citations · Full text

, , +15

Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges

Nuria Rodríguez-Barroso, Daniel Jiménez-López, M. Victoria Luzón et al. · Information Fusion · 2022 · 270 citations · Full text

, , +8

A Taxonomy of Attacks on Federated Learning

Malhar Jere, Tyler Farnan, Farinaz Koushanfar · IEEE Security & Privacy · 2020 · 215 citations

, , +17

1–5 of 78

Authors

295

  1. WW
    Wenqi Wei

    Georgia Institute of Technology, United States

    4 publications · 305 citations

    4

    h-index

  2. LL
    Ling Liu

    Georgia Institute of Technology, United States

    4 publications · 305 citations

    4

    h-index

  3. JC
    Jinyin Chen

    Zhejiang University of Technology, China

    3 publications · 96 citations

    3

    h-index

  4. DI
    Dimitar I. Dimitrov

    ETH Zurich, Switzerland

    3 publications · 44 citations

    3

    h-index

  5. YW
    Yanzhao Wu

    Georgia Institute of Technology, United States

    3 publications · 229 citations

    3

    h-index

1–5 of 295

Institutions

99

  1. Zhejiang University

    Hangzhou, China

    5 h-index

    9 publications

    375 citations

  2. Peng Cheng Laboratory

    Shenzhen, China

    5 h-index

    10 publications

    1K citations

  3. University of Technology Sydney

    Sydney, Australia

    4 h-index

    8 publications

    298 citations

  4. University of California, Berkeley

    Berkeley, United States

    4 h-index

    8 publications

    2.6K citations

  5. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    11 publications

    616 citations

  6. Zhejiang University of Science and Technology

    Hangzhou, China

    4 h-index

    13 publications

    722 citations

  7. Tsinghua University

    Beijing, China

    4 h-index

    10 publications

    361 citations

  8. Technische Universität Darmstadt

    Darmstadt, Germany

    3 h-index

    13 publications

    584 citations

1–8 of 99

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 1.5K citations

    13

    h-index

  2. 6

    h-index

  3. IEEE Transactions on Big Data

    2 publications · 88 citations

    2

    h-index

  4. 2

    h-index

  5. IEEE/ACM Transactions on Networking

    TON · 2 publications · 84 citations

    2

    h-index

1–5