Concepedia

Stochastic Variational Inference

Stochastic Variational Inference is a variational inference method that employs stochastic optimization to scale Bayesian posterior approximation to large datasets by using noisy gradients estimated from mini-batches of data.

144

Publications

29.2K

Citations

366

Authors

146

Institutions

Publications per year

2017–2026

87

Parents

Publications

144

Auto-Encoding Variational Bayes

Diederik P. Kingma, Max Welling · UvA-DARE (University of Amsterdam) · 2013 · 15.6K citations · Full text

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Fast Kd-Trees for the Kullback-Leibler Divergence and Other Decomposable Bregman Divergences

UvA-DARE (University of Amsterdam) · 2025 · 2.2K citations · Full text

, , +16

Stochastic variational inference

Matthew D. Hoffman, David M. Blei, Chong Wang et al. · Journal of Machine Learning Research · 2013 · 1.5K citations

, , +17

Practical Variational Inference for Neural Networks

Alex Graves · 2011 · 1.1K citations

, , +15

Auto-Encoding Variational Bayes

Yan-Kun Chen, Jingxuan Liu, Lingyun Peng et al. · Cambridge Explorations in Arts and Sciences · 2024 · 1K citations · Full text

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1–5 of 144

Authors

366

  1. DM
    David M. Blei

    Princeton University, United States

    13 publications · 3K citations

    12

    h-index

  2. JP
    John Paisley

    Columbia University, United States

    7 publications · 1.8K citations

    7

    h-index

  3. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    6 publications · 1.1K citations

    6

    h-index

  4. DD
    David Duvenaud

    University of Toronto, Canada

    5 publications · 583 citations

    5

    h-index

  5. CW
    Chong Wang

    Tsinghua University, China

    5 publications · 1.6K citations

    5

    h-index

1–5 of 366

Institutions

146

  1. Princeton University

    Princeton, United States

    11 h-index

    21 publications

    4.3K citations

  2. University of California, Berkeley

    Berkeley, United States

    10 h-index

    23 publications

    3.1K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    20 publications

    3.4K citations

  4. Columbia University

    New York, United States

    7 h-index

    12 publications

    756 citations

  5. National University of Singapore

    Singapore, Singapore

    5 h-index

    9 publications

    288 citations

  6. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    11 publications

    622 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    5 publications

    284 citations

  8. University of Sheffield

    Sheffield, United Kingdom

    4 h-index

    6 publications

    1.5K citations

1–8 of 146

Venues

  1. arXiv (Cornell University)

    Repository · 45 publications · 3.7K citations

    27

    h-index

  2. Neural Information Processing Systems

    Conference · 7 publications · 492 citations

    7

    h-index

  3. International Conference on Artificial Intelligence and Statistics

    Conference · 4 publications · 91 citations

    4

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 126 citations

    4

    h-index

  5. UvA-DARE (University of Amsterdam)

    Repository · 3 publications · 17.8K citations

    3

    h-index

1–5