Concepedia

Energy-based Models

Energy-Based Models is a probabilistic machine learning framework that belongs to the class of undirected graphical models, distinguished by its specification of a scalar energy function whose minima correspond to the most probable states of the system, with probability densities derived via the Boltzmann distribution.

438

Publications

35.1K

Citations

1.4K

Authors

532

Institutions

Publications per year

2017–2026

198

Parents

Publications

438

Spatiotemporal energy models for the perception of motion

Edward H. Adelson, James R. Bergen · Journal of the Optical Society of America A · 1985 · 3.5K citations

, , +17

An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications

Esteban Samaniego, Cosmin Anitescu, Somdatta Goswami et al. · Computer Methods in Applied Mechanics and Engineering · 2020 · 1.9K citations · Full text

, , +17

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 consumption in mobile phones

Niranjan Balasubramanian, Aruna Balasubramanian, Arun Venkataramani · 2009 · 1.1K citations

, , +17

A Connection Between Score Matching and Denoising Autoencoders

Pascal Vincent · Neural Computation · 2011 · 980 citations

, , +16

1–5 of 438

Authors

1.4K

  1. SZ
    Song‐Chun Zhu

    University of California, Los Angeles, United States

    16 publications · 935 citations

    13

    h-index

  2. YW
    Ying Wu

    Northwestern University, United States

    16 publications · 853 citations

    13

    h-index

  3. EN
    Erik Nijkamp

    University of California, Los Angeles, United States

    9 publications · 390 citations

    9

    h-index

  4. YB
    Yoshua Bengio

    Université de Montréal, Canada

    8 publications · 724 citations

    8

    h-index

  5. JX
    Jianwen Xie

    University of California, Los Angeles, United States

    8 publications · 442 citations

    8

    h-index

1–5 of 1.4K

Institutions

532

  1. University of California, Los Angeles

    Los Angeles, United States

    15 h-index

    58 publications

    3.9K citations

  2. Stanford University

    Stanford, United States

    11 h-index

    22 publications

    1.6K citations

  3. University of Toronto

    Toronto, Canada

    10 h-index

    20 publications

    1K citations

  4. Google (United States)

    Mountain View, United States

    10 h-index

    22 publications

    745 citations

  5. University College London

    London, United Kingdom

    8 h-index

    19 publications

    736 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    24 publications

    674 citations

  7. ETH Zurich

    Zurich, Switzerland

    7 h-index

    10 publications

    1.3K citations

  8. Tsinghua University

    Beijing, China

    7 h-index

    12 publications

    403 citations

1–8 of 532

Venues

  1. arXiv (Cornell University)

    Repository · 62 publications · 3.6K citations

    25

    h-index

  2. Energy and Buildings

    8 publications · 429 citations

    8

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 253 citations

    5

    h-index

  4. 5

    h-index

  5. Energies

    5 publications · 171 citations

    5

    h-index

1–5