Concepedia

Reconstruction Attacks

Reconstruction Attacks is a privacy threat in federated learning whereby an adversary infers sensitive private data of individual clients by exploiting shared model updates to reconstruct approximate input samples that were used during local training.

123

Publications

7.3K

Citations

494

Authors

193

Institutions

Publications per year

2017–2026

113

Variants

Data Reconstruction Attacks

Parents

Publications

123

A survey on security and privacy of federated learning

Viraaji Mothukuri, Reza M. Parizi, Seyedamin Pouriyeh et al. · Future Generation Computer Systems · 2020 · 1.3K citations

, , +12

Homomorphic Encryption-Based Privacy-Preserving Federated Learning in IoT-Enabled Healthcare System

Li Zhang, Jianbo Xu, Pandi Vijayakumar et al. · IEEE Transactions on Network Science and Engineering · 2022 · 340 citations

, , +14

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

Exposed! A Survey of Attacks on Private Data

Cynthia Dwork, Adam Smith, Thomas Steinke et al. · Annual Review of Statistics and Its Application · 2017 · 250 citations

, , +17

Inverting Gradients -- How easy is it to break privacy in federated learning?

Jonas Geiping, Hartmut Bauermeister, Hannah Dröge et al. · arXiv (Cornell University) · 2020 · 208 citations · Full text

, , +16

1–5 of 123

Authors

494

  1. AD
    Adam Dziedzic

    University of Chicago, United States

    3 publications · 164 citations

    3

    h-index

  2. RS
    Roei Schuster

    Tel Aviv University, Israel

    3 publications · 164 citations

    3

    h-index

  3. AS
    Adam Smith

    Pennsylvania State University, United States

    3 publications · 390 citations

    3

    h-index

  4. FB
    Franziska Boenisch

    University of Toronto, Canada

    3 publications · 164 citations

    3

    h-index

  5. YC
    Yiran Chen

    Duke University, United States

    3 publications · 81 citations

    3

    h-index

1–5 of 494

Institutions

193

  1. Zhejiang University

    Hangzhou, China

    6 h-index

    7 publications

    226 citations

  2. National University of Singapore

    Singapore, Singapore

    5 h-index

    6 publications

    162 citations

  3. Tsinghua University

    Beijing, China

    5 h-index

    12 publications

    511 citations

  4. Duke University

    Durham, United States

    3 h-index

    7 publications

    233 citations

  5. Pennsylvania State University

    State College, United States

    3 h-index

    3 publications

    390 citations

  6. Helmholtz Center for Information Security

    Saarbrücken, Germany

    3 h-index

    6 publications

    243 citations

  7. University of Toronto

    Toronto, Canada

    3 h-index

    5 publications

    298 citations

  8. Chongqing University

    Chongqing, China

    3 h-index

    6 publications

    250 citations

1–8 of 193

Venues

  1. arXiv (Cornell University)

    Repository · 25 publications · 781 citations

    17

    h-index

  2. 10

    h-index

  3. IEEE Transactions on Dependable and Secure Computing

    TDSC · 4 publications · 140 citations

    4

    h-index

  4. IEEE Transactions on Big Data

    3 publications · 123 citations

    3

    h-index

  5. Applied Sciences

    2 publications · 163 citations

    2

    h-index

1–5