Concepedia

Energy-based Generative Models

Energy-Based Generative Models is a class of generative models that defines the probability distribution of data through an energy function, distinguishing itself by modeling unnormalized probability densities whose values are derived from the negative exponential of energies assigned to configurations.

81

Publications

7.5K

Citations

199

Authors

78

Institutions

Publications per year

2017–2026

66

Parents

Publications

81

Diffusion Models in Vision: A Survey

Florinel-Alin Croitoru, Vlad Hondru, Radu Tudor Ionescu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2023 · 1.6K citations

, , +15

Energy-based Generative Adversarial Network

Junbo Zhao, Michaël Mathieu, Yann LeCun · arXiv (Cornell University) · 2016 · 895 citations · Full text

, , +15

A Tutorial on Energy-Based Learning

Yann LeCun, Sumit Chopra, Raia Hadsell et al. · 2006 · 794 citations

, , +15

NVAE: A Deep Hierarchical Variational Autoencoder

Arash Vahdat, Jan Kautz · arXiv (Cornell University) · 2020 · 378 citations · Full text

, , +14

A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models

Chelsea Finn, Paul F. Christiano, Pieter Abbeel et al. · arXiv (Cornell University) · 2016 · 214 citations · Full text

, , +12

1–5 of 81

Authors

199

  1. YW
    Ying Wu

    Northwestern University, United States

    14 publications · 843 citations

    14

    h-index

  2. SZ
    Song‐Chun Zhu

    University of California, Los Angeles, United States

    13 publications · 782 citations

    13

    h-index

  3. JX
    Jianwen Xie

    University of California, Los Angeles, United States

    9 publications · 518 citations

    9

    h-index

  4. EN
    Erik Nijkamp

    University of California, Los Angeles, United States

    6 publications · 304 citations

    6

    h-index

  5. YL
    Yang Lu

    University of California, Los Angeles, United States

    6 publications · 450 citations

    6

    h-index

1–5 of 199

Institutions

78

  1. University of California, Los Angeles

    Los Angeles, United States

    14 h-index

    51 publications

    3K citations

  2. Google (United States)

    Mountain View, United States

    5 h-index

    7 publications

    512 citations

  3. Université de Montréal

    Montreal, Canada

    5 h-index

    9 publications

    286 citations

  4. New York University

    New York, United States

    3 h-index

    5 publications

    317 citations

  5. Bellevue Hospital Center

    New York, United States

    3 h-index

    4 publications

    99 citations

  6. Nvidia (United Kingdom)

    Reading, United Kingdom

    3 h-index

    5 publications

    550 citations

  7. Stevens Institute of Technology

    Hoboken, United States

    3 h-index

    3 publications

    137 citations

  8. Stanford University

    Stanford, United States

    3 h-index

    8 publications

    646 citations

1–8 of 78

Venues

  1. arXiv (Cornell University)

    Repository · 41 publications · 3.1K citations

    23

    h-index

  2. 4

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 119 citations

    3

    h-index

  4. Entropy

    3 publications · 135 citations

    3

    h-index

  5. Neural Information Processing Systems

    Conference · 2 publications · 106 citations

    2

    h-index

1–5