Concepedia

Encrypted Machine Learning

Encrypted Machine Learning is a computational framework that enables machine learning models to perform training and inference directly on encrypted data using homomorphic encryption, thereby preserving data privacy while maintaining the functionality of the learning algorithm.

183

Publications

11.2K

Citations

642

Authors

268

Institutions

Publications per year

2017–2026

158

Parents

Publications

183

CryptoNets: applying neural networks to encrypted data with high throughput and accuracy

Nathan Dowlin, Ran Gilad-Bachrach, Kim Laine et al. · International Conference on Machine Learning · 2016 · 1.3K citations

, , +16

Privacy-Preserving Ridge Regression on Hundreds of Millions of Records

Valeria Nikolaenko, Udi Weinsberg, Stratis Ioannidis et al. · 2013 · 451 citations · Full text

, , +17

Privacy Preserving Machine Learning with Homomorphic Encryption and Federated Learning

Haokun Fang, Quan Qian · Future Internet · 2021 · 396 citations · Full text

, , +16

Secure Outsourced Matrix Computation and Application to Neural Networks

Xiaoqian Jiang, Miran Kim, Kristin Lauter et al. · 2018 · 319 citations

, , +16

CryptoDL: Deep Neural Networks over Encrypted Data

Ehsan Hesamifard, Hassan Takabi, Mehdi Ghasemi · arXiv (Cornell University) · 2017 · 293 citations · Full text

, , +14

1–5 of 183

Authors

642

  1. KL
    Kristin Lauter

    Microsoft (United States), United States

    6 publications · 2K citations

    6

    h-index

  2. JH
    Jung Hee Cheon

    Seoul National University, South Korea

    5 publications · 295 citations

    5

    h-index

  3. MG
    Mehdi Ghasemi

    University of Saskatchewan, Canada

    4 publications · 697 citations

    4

    h-index

  4. HT
    Hassan Takabi

    University of North Texas, United States

    4 publications · 697 citations

    4

    h-index

  5. EH
    Ehsan Hesamifard

    University of North Texas, United States

    4 publications · 697 citations

    4

    h-index

1–5 of 642

Institutions

268

  1. Seoul National University

    Seoul, South Korea

    6 h-index

    19 publications

    1.1K citations

  2. Microsoft (United States)

    Redmond, United States

    5 h-index

    12 publications

    7.5K citations

  3. University of Southern California

    Los Angeles, United States

    4 h-index

    9 publications

    159 citations

  4. University of California San Diego

    San Diego, United States

    4 h-index

    5 publications

    424 citations

  5. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    12 publications

    763 citations

  6. National University of Singapore

    Singapore, Singapore

    4 h-index

    6 publications

    311 citations

  7. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    4 h-index

    12 publications

    504 citations

  8. Agency for Science, Technology and Research

    Singapore, Singapore

    4 h-index

    10 publications

    309 citations

1–8 of 268

Venues

  1. arXiv (Cornell University)

    Repository · 22 publications · 1.1K citations

    16

    h-index

  2. IEEE Access

    12 publications · 587 citations

    12

    h-index

  3. IACR Cryptology ePrint Archive

    Repository · 8 publications · 201 citations

    8

    h-index

  4. EURASIP Journal on Information Security

    4 publications · 214 citations

    4

    h-index

  5. IEEE Internet of Things Journal

    3 publications · 359 citations

    3

    h-index

1–5