Concepedia

Machine Learning For Vulnerability Detection

Machine Learning for Vulnerability Detection is a computational methodology within static application security testing that employs machine learning models to automatically identify software vulnerabilities by learning patterns from historical codebases and vulnerability datasets.

310

Publications

16.1K

Citations

1K

Authors

416

Institutions

Publications per year

2017–2026

275

Parents

Publications

310

SySeVR: A Framework for Using Deep Learning to Detect Software Vulnerabilities

IEEE Transactions on Dependable and Secure Computing · 2021 · 565 citations · Full text

, , +15

Software Vulnerability Detection Using Deep Neural Networks: A Survey

Guanjun Lin, Sheng Wen, Qing‐Long Han et al. · Proceedings of the IEEE · 2020 · 440 citations

, , +13

Smart Contract Vulnerability Detection using Graph Neural Network

Yuan Zhuang, Zhenguang Liu, Peng Qian et al. · 2020 · 376 citations · Full text

, , +16

ContractWard: Automated Vulnerability Detection Models for Ethereum Smart Contracts

Wei Wang, J. J. Song, Guangquan Xu et al. · IEEE Transactions on Network Science and Engineering · 2020 · 348 citations · Full text

, , +17

Predicting Vulnerable Software Components via Text Mining

Riccardo Scandariato, James Walden, Aram Hovsepyan et al. · IEEE Transactions on Software Engineering · 2014 · 337 citations · Full text

, , +15

1–5 of 310

Authors

1K

  1. YL
    Yang Liu

    Nanyang Technological University, Singapore

    6 publications · 285 citations

    6

    h-index

  2. DL
    David Lo

    Singapore Management University, Singapore

    5 publications · 207 citations

    5

    h-index

  3. CH
    Cheng Huang

    Sichuan University, China

    5 publications · 208 citations

    5

    h-index

  4. NN
    Nuno Neves

    University of Lisbon, Portugal

    4 publications · 329 citations

    4

    h-index

  5. YX
    Yang Xiang

    Deakin University, Australia

    4 publications · 756 citations

    4

    h-index

1–5 of 1K

Institutions

416

  1. Nanyang Technological University

    Singapore, Singapore

    10 h-index

    40 publications

    1.5K citations

  2. Singapore Management University

    Singapore, Singapore

    9 h-index

    28 publications

    1K citations

  3. Yangzhou University

    Yangzhou, China

    7 h-index

    26 publications

    2.2K citations

  4. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    15 publications

    767 citations

  5. Beijing University of Posts and Telecommunications

    Beijing, China

    6 h-index

    19 publications

    694 citations

  6. University of Luxembourg

    Luxembourg, Luxembourg

    6 h-index

    22 publications

    1.3K citations

  7. Swinburne University of Technology

    Melbourne, Australia

    5 h-index

    21 publications

    3.3K citations

  8. Sichuan University

    Chengdu, China

    5 h-index

    21 publications

    871 citations

1–8 of 416

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 411 citations

    11

    h-index

  2. IEEE Access

    11 publications · 552 citations

    11

    h-index

  3. Applied Sciences

    8 publications · 189 citations

    8

    h-index

  4. Computers & Security

    9 publications · 248 citations

    8

    h-index

  5. Journal of Systems and Software

    JSS · 6 publications · 391 citations

    6

    h-index

1–5