Concepedia

Data Poisoning Attacks

Data Poisoning Attack is a type of adversarial manipulation in federated learning wherein a malicious participant intentionally introduces corrupted or misleading data during the training process to compromise the integrity, accuracy, or convergence of the global model.

342

Publications

23.3K

Citations

1.1K

Authors

334

Institutions

Publications per year

2017–2026

331

Variants

Data Poisoning Attack

Parents

Publications

342

Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Xinyun Chen, Chang Liu, Bo Li et al. · arXiv (Cornell University) · 2017 · 1K citations · Full text

, , +9

Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Matthew Jagielski, Alina Oprea, Battista Biggio et al. · 2018 · 783 citations · Full text

, , +14

Poisoning Attacks against Support Vector Machines

Battista Biggio, Blaine Nelson, Pavel Laskov · arXiv (Cornell University) · 2012 · 740 citations · Full text

, , +11

Backdoor Learning: A Survey

Yiming Li, Yong Jiang, Zhifeng Li et al. · IEEE Transactions on Neural Networks and Learning Systems · 2022 · 574 citations

, , +13

Towards poisoning of deep learning algorithms with back-gradient optimization

Battista Biggio, Ambra Demontis, Andrea Paudice et al. · UNICA IRIS Institutional Research Information System (University of Cagliari) · 2017 · 538 citations

, , +13

1–5 of 342

Authors

1.1K

  1. TG
    Tom Goldstein

    University of Maryland, College Park, United States

    14 publications · 873 citations

    12

    h-index

  2. NZ
    Neil Zhenqiang Gong

    Duke University, United States

    11 publications · 943 citations

    11

    h-index

  3. BB
    Battista Biggio

    University of Cagliari, Italy

    10 publications · 2.8K citations

    10

    h-index

  4. LF
    Liam Fowl

    University of Maryland, College Park, United States

    9 publications · 232 citations

    9

    h-index

  5. JG
    Jonas Geiping

    University of Maryland, College Park, United States

    9 publications · 228 citations

    9

    h-index

1–5 of 1.1K

Institutions

334

  1. Zhejiang University

    Hangzhou, China

    10 h-index

    16 publications

    1.2K citations

  2. Duke University

    Durham, United States

    10 h-index

    22 publications

    1.4K citations

  3. University of Maryland, College Park

    College Park, United States

    10 h-index

    41 publications

    3.5K citations

  4. Tsinghua University

    Beijing, China

    10 h-index

    24 publications

    3.2K citations

  5. University of Cagliari

    Cagliari, Italy

    9 h-index

    20 publications

    3.8K citations

  6. Huazhong University of Science and Technology

    Wuhan, China

    9 h-index

    18 publications

    917 citations

  7. Commonwealth Scientific and Industrial Research Organisation

    Canberra, Australia

    8 h-index

    12 publications

    691 citations

  8. Data61

    Sydney, Australia

    8 h-index

    12 publications

    595 citations

1–8 of 334

Venues

  1. arXiv (Cornell University)

    Repository · 73 publications · 6.3K citations

    35

    h-index

  2. IEEE Internet of Things Journal

    8 publications · 913 citations

    10

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 625 citations

    10

    h-index

  4. IEEE Transactions on Industrial Informatics

    10 publications · 1.1K citations

    10

    h-index

  5. IEEE Access

    5 publications · 553 citations

    8

    h-index

1–5