Concepedia

Generative Modeling

Generative Modeling is a machine learning paradigm that belongs to the class of statistical modeling approaches, distinguished by its objective of learning the underlying probability distribution of data in order to generate new, synthetically similar instances.

12K

Publications

1.1M

Citations

34.9K

Authors

4.3K

Institutions

Publications per year

2017–2026

10.3K

Parents

Children

Publications

12K

Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks

Jun-Yan Zhu, Taesung Park, Phillip Isola et al. · 2017 · 21.9K citations · Full text

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GAN（Generative Adversarial Nets）

Journal of Japan Society for Fuzzy Theory and Intelligent Informatics · 2017 · 21.8K citations · Full text

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A Fast Learning Algorithm for Deep Belief Nets

Geoffrey E. Hinton, Simon Osindero, Yee‐Whye Teh · Neural Computation · 2006 · 16.4K citations

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High-Resolution Image Synthesis with Latent Diffusion Models

Robin Rombach, Andreas Blattmann, Dominik Lorenz et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 13.7K citations

, , +15

Generative adversarial networks

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al. · Communications of the ACM · 2020 · 13.6K citations · Full text

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1–5 of 12K

Authors

34.9K

  1. YB
    Yoshua Bengio

    Université de Montréal, Canada

    73 publications · 31.1K citations

    41

    h-index

  2. GE
    Geoffrey E. Hinton

    University of Toronto, Canada

    44 publications · 27.3K citations

    40

    h-index

  3. RS
    Ruslan Salakhutdinov

    Carnegie Mellon University, United States

    44 publications · 11.5K citations

    33

    h-index

  4. SE
    Stefano Ermon

    Stanford University, United States

    53 publications · 6.9K citations

    33

    h-index

  5. JZ
    Jun-Yan Zhu

    Carnegie Mellon University, United States

    43 publications · 34.8K citations

    32

    h-index

1–5 of 34.9K

Institutions

4.3K

  1. Google (United States)

    Mountain View, United States

    89 h-index

    791 publications

    194.4K citations

  2. University of Toronto

    Toronto, Canada

    78 h-index

    344 publications

    80.2K citations

  3. Tsinghua University

    Beijing, China

    69 h-index

    636 publications

    44.5K citations

  4. University of California, Berkeley

    Berkeley, United States

    67 h-index

    364 publications

    179.8K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    67 h-index

    451 publications

    37.4K citations

  6. Stanford University

    Stanford, United States

    65 h-index

    452 publications

    72.2K citations

  7. Chinese Academy of Sciences

    Beijing, China

    64 h-index

    788 publications

    43.3K citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    61 h-index

    340 publications

    49.2K citations

1–8 of 4.3K

Venues

  1. arXiv (Cornell University)

    Repository · 2.6K publications · 256.8K citations

    212

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 236 publications · 18.3K citations

    67

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 165 publications · 16.8K citations

    62

    h-index

  4. IEEE Access

    287 publications · 14.3K citations

    61

    h-index

  5. 49

    h-index

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