Concepedia

Variational Dropout

Variational Dropout is a variational inference method that extends Bayesian dropout by treating dropout rates as learnable parameters within a probabilistic framework, enabling automatic optimization of sparsity during training through stochastic gradient variational inference.

67

Publications

5K

Citations

207

Authors

106

Institutions

Publications per year

2017–2026

56

Parents

Publications

67

A theoretically grounded application of dropout in recurrent neural networks

Yarin Gal, Zoubin Ghahramani · Oxford University Research Archive (ORA) (University of Oxford) · 2016 · 914 citations · Full text

, , +16

A Theoretically Grounded Application of Dropout in Recurrent Neural Networks

Yarin Gal, Zoubin Ghahramani · arXiv (Cornell University) · 2015 · 792 citations · Full text

, , +16

Variational Dropout and the Local Reparameterization Trick

Diederik P. Kingma, Tim Salimans, Max Welling · UvA-DARE (University of Amsterdam) · 2015 · 464 citations · Full text

, , +16

Variational Dropout Sparsifies Deep Neural Networks

Dmitry Molchanov, Arsenii Ashukha, Dmitry Vetrov · arXiv (Cornell University) · 2017 · 348 citations · Full text

, , +15

Crash data augmentation using variational autoencoder

Zubayer Islam, Mohamed Abdel‐Aty, Qing Cai et al. · Accident Analysis & Prevention · 2020 · 204 citations

, , +11

1–5 of 67

Authors

207

  1. ZG
    Zoubin Ghahramani

    University of Cambridge, United Kingdom

    4 publications · 1.8K citations

    4

    h-index

  2. YG
    Yarin Gal

    University of Oxford, United Kingdom

    4 publications · 1.8K citations

    4

    h-index

  3. JC
    Jaemin Cho

    University of North Carolina at Chapel Hill, United States

    2 publications · 120 citations

    2

    h-index

  4. NK
    Nikolaus Kriegeskorte

    MRC Cognition and Brain Sciences Unit, United Kingdom

    2 publications · 28 citations

    2

    h-index

  5. ES
    Ewa Szczurek

    University of Warsaw, Poland

    2 publications · 149 citations

    2

    h-index

1–5 of 207

Institutions

106

  1. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    8 publications

    2.1K citations

  2. Beijing University of Posts and Telecommunications

    Beijing, China

    2 h-index

    10 publications

    480 citations

  3. Jinan University

    Guangzhou, China

    2 h-index

    2 publications

    38 citations

  4. University of Toronto

    Toronto, Canada

    2 h-index

    4 publications

    570 citations

  5. University of Warsaw

    Warsaw, Poland

    2 h-index

    6 publications

    447 citations

  6. National Research University Higher School of Economics

    Moscow, Russia

    2 h-index

    5 publications

    738 citations

  7. Medical University of Warsaw

    Warsaw, Poland

    2 h-index

    2 publications

    149 citations

  8. University College London

    London, United Kingdom

    2 h-index

    8 publications

    454 citations

1–8 of 106

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 1.6K citations

    14

    h-index

  2. Sensors

    2 publications · 47 citations

    2

    h-index

  3. Bioinformatics

    2 publications · 105 citations

    2

    h-index

  4. International Conference on Artificial Intelligence and Statistics

    Conference · 2 publications · 154 citations

    2

    h-index

  5. Neural Networks

    2 publications · 60 citations

    2

    h-index

1–5