Concepedia

Semi-supervised Learning

Semi-Supervised Learning is a machine learning paradigm in which a predictor is trained on a combination of a relatively small labeled dataset and a large unlabeled dataset, exploiting the structure of the unlabeled data to improve learning performance relative to purely supervised or unsupervised approaches.

7.8K

Publications

573K

Citations

19.4K

Authors

3.1K

Institutions

Publications per year

2017–2026

5.1K

Parents

Children

Publications

7.8K

Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

Dagstuhl Research Online Publication Server · 2025 · 16.2K citations · Full text

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Semi-Supervised Classification with Graph Convolutional Networks

Thomas Kipf, Max Welling · arXiv (Cornell University) · 2016 · 8.1K citations · Full text

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A Simple Framework for Contrastive Learning of Visual Representations

Ting Chen, Simon Kornblith, Mohammad Norouzi et al. · arXiv (Cornell University) · 2020 · 7.3K citations · Full text

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A unified architecture for natural language processing

Ronan Collobert, Jason Weston · 2008 · 5.2K citations

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Semi-Supervised Learning Literature Survey

Xiaojin Zhu · Minds at UW (University of Wisconsin) · 2005 · 3.9K citations · Full text

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1–5 of 7.8K

Authors

19.4K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    77 publications · 6.8K citations

    41

    h-index

  2. ZZ
    Zhi‐Hua Zhou

    Nanjing University, China

    41 publications · 4.3K citations

    32

    h-index

  3. DT
    Dacheng Tao

    The University of Sydney, Australia

    34 publications · 3K citations

    28

    h-index

  4. LJ
    Licheng Jiao

    Xidian University, China

    56 publications · 1.9K citations

    27

    h-index

  5. XZ
    Xiaojin Zhu

    University of Wisconsin–Madison, United States

    28 publications · 11.2K citations

    23

    h-index

1–5 of 19.4K

Institutions

3.1K

  1. Google (United States)

    Mountain View, United States

    63 h-index

    353 publications

    91.1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    62 h-index

    632 publications

    31.6K citations

  3. Tsinghua University

    Beijing, China

    59 h-index

    459 publications

    41.4K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    56 h-index

    277 publications

    38.5K citations

  5. Nanjing University

    Nanjing, China

    52 h-index

    279 publications

    21.8K citations

  6. Nanyang Technological University

    Singapore, Singapore

    49 h-index

    230 publications

    17.9K citations

  7. University of Technology Sydney

    Sydney, Australia

    46 h-index

    172 publications

    21.1K citations

  8. National University of Singapore

    Singapore, Singapore

    45 h-index

    175 publications

    15.1K citations

1–8 of 3.1K

Venues

  1. arXiv (Cornell University)

    Repository · 617 publications · 77K citations

    100

    h-index

  2. IEEE Transactions on Geoscience and Remote Sensing

    143 publications · 14.8K citations

    62

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 96 publications · 13.9K citations

    57

    h-index

  4. 51

    h-index

  5. Pattern Recognition

    150 publications · 9.2K citations

    50

    h-index

1–5