Concepedia

Amortized Variational Inference

Amortized Variational Inference is a variational inference method that learns a global inference network to efficiently approximate posterior distributions across multiple observations by sharing parameters, thereby amortizing the cost of inference over many data points.

47

Publications

4.2K

Citations

149

Authors

71

Institutions

Publications per year

2017–2026

46

Variants

Avi

Parents

Publications

47

Variational Inference with Normalizing Flows

Danilo Jimenez Rezende, Shakir Mohamed · arXiv (Cornell University) · 2015 · 1.4K citations · Full text

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Advances in Variational Inference

Cheng Zhang, Judith Bütepage, Hedvig Kjellström et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 654 citations · Full text

, , +16

InfoVAE: Information Maximizing Variational Autoencoders

Shengjia Zhao, Jiaming Song, Stefano Ermon · arXiv (Cornell University) · 2017 · 371 citations · Full text

, , +16

InfoVAE: Balancing Learning and Inference in Variational Autoencoders

Shengjia Zhao, Jiaming Song, Stefano Ermon · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 275 citations · Full text

, , +16

Compound Probabilistic Context-Free Grammars for Grammar Induction

Yoon Kim, Chris Dyer, Alexander M. Rush · 2019 · 127 citations · Full text

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1–5 of 47

Authors

149

  1. SE
    Stefano Ermon

    Stanford University, United States

    4 publications · 669 citations

    4

    h-index

  2. ND
    Noah D. Goodman

    Stanford University, United States

    4 publications · 79 citations

    4

    h-index

  3. AM
    Alexander M. Rush

    Harvard University Press, United States

    3 publications · 246 citations

    3

    h-index

  4. DM
    David M. Blei

    Princeton University, United States

    3 publications · 57 citations

    3

    h-index

  5. YW
    Yee Whye Teh

    University of Oxford, United Kingdom

    3 publications · 87 citations

    3

    h-index

1–5 of 149

Institutions

71

  1. University of Amsterdam

    Amsterdam, The Netherlands

    4 h-index

    5 publications

    154 citations

  2. Harvard University Press

    Cambridge, United States

    4 h-index

    10 publications

    715 citations

  3. Stanford University

    Stanford, United States

    4 h-index

    13 publications

    957 citations

  4. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    6 publications

    104 citations

  5. Columbia University

    New York, United States

    3 h-index

    5 publications

    86 citations

  6. University of Oxford

    Oxford, United Kingdom

    3 h-index

    9 publications

    251 citations

  7. California Institute of Technology

    Pasadena, United States

    2 h-index

    5 publications

    115 citations

  8. University of California, Irvine

    Irvine, United States

    2 h-index

    2 publications

    724 citations

1–8 of 71

Venues

  1. arXiv (Cornell University)

    Repository · 20 publications · 2.5K citations

    16

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 327 citations

    3

    h-index

  3. Neural Information Processing Systems

    Conference · 2 publications · 39 citations

    2

    h-index

  4. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 1 publications · 12 citations

    1

    h-index

  5. Sensors

    1 publications · 13 citations

    1

    h-index

1–5