Concepedia

Secure Aggregation

Secure Aggregation is a cryptographic protocol in secure multi-party computation that enables a federated learning server to compute the aggregated model updates from multiple participants without revealing individual contributions, thereby preserving data privacy during collaborative model training.

487

Publications

31.8K

Citations

1.4K

Authors

569

Institutions

Publications per year

2017–2026

298

Parents

Publications

487

Practical Secure Aggregation for Privacy-Preserving Machine Learning

Keith Bonawitz, Vladimir Ivanov, Ben Kreuter et al. · 2017 · 3.4K citations

, , +17

A survey of security issues in wireless sensor networks

Yong Wang, Garhan Attebury, Byrav Ramamurthy · IEEE Communications Surveys & Tutorials · 2006 · 899 citations

, , +17

SIA

Bartosz Przydatek, Dawn Song, Adrian Perrig · 2003 · 790 citations

, , +17

Privacy-Preserving Traffic Flow Prediction: A Federated Learning Approach

Yi Liu, James J. Q. Yu, Jiawen Kang et al. · IEEE Internet of Things Journal · 2020 · 678 citations · Full text

, , +17

Secure Information Aggregation for Smart Grids Using Homomorphic Encryption

Fengjun Li, Bo Luo, Peng Liu · 2010 · 569 citations

, , +17

1–5 of 487

Authors

1.4K

  1. BG
    Başak Güler

    University of California, Riverside, United States

    9 publications · 804 citations

    9

    h-index

  2. JS
    Jinhyun So

    University of Southern California, United States

    9 publications · 799 citations

    9

    h-index

  3. AT
    Abdelbasset Trad

    University of Sousse, Tunisia

    7 publications · 189 citations

    7

    h-index

  4. HY
    Habib Youssef

    University of Sousse, Tunisia

    7 publications · 189 citations

    7

    h-index

  5. HA
    Hani Alzaid

    King Abdulaziz City for Science and Technology, Saudi Arabia

    6 publications · 188 citations

    6

    h-index

1–5 of 1.4K

Institutions

569

  1. Xidian University

    Xi'an, China

    13 h-index

    39 publications

    2.8K citations

  2. Guangzhou University

    Guangzhou, China

    10 h-index

    15 publications

    1.4K citations

  3. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    10 h-index

    14 publications

    520 citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    10 h-index

    20 publications

    957 citations

  5. Guilin University of Electronic Technology

    Guilin, China

    10 h-index

    21 publications

    1.1K citations

  6. University of Southern California

    Los Angeles, United States

    9 h-index

    24 publications

    1.9K citations

  7. University of Sousse

    Sousse, Tunisia

    9 h-index

    23 publications

    659 citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    9 h-index

    17 publications

    1.8K citations

1–8 of 569

Venues

  1. arXiv (Cornell University)

    Repository · 42 publications · 1.7K citations

    24

    h-index

  2. IEEE Internet of Things Journal

    22 publications · 2K citations

    20

    h-index

  3. IEEE Transactions on Dependable and Secure Computing

    TDSC · 12 publications · 979 citations

    12

    h-index

  4. IEEE Access

    12 publications · 534 citations

    11

    h-index

  5. IEEE Transactions on Industrial Informatics

    10 publications · 1.3K citations

    10

    h-index

1–5