Concepedia

Autoencoding

Autoencoding is a self-supervised learning framework that belongs to the class of representation learning methods, distinguished by its use of a neural network architecture configured to reconstruct its input data through an information bottleneck, thereby learning efficient codings of the input distribution without requiring labeled data.

250

Publications

23.4K

Citations

864

Authors

297

Institutions

Publications per year

2017–2026

204

Parents

Publications

250

XLNet: Generalized Autoregressive Pretraining for Language Understanding

Zhilin Yang · arXiv (Cornell University) · 2019 · 1.9K citations · Full text

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Autoencoding beyond pixels using a learned similarity metric

Anders Larsen, Søren Kaae Sønderby, Hugo Larochelle et al. · Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) · 2016 · 1.2K citations · Full text

, , +16

Contractive Auto-Encoders: Explicit Invariance During Feature Extraction

Salah Rifai, Pascal Vincent, Xavier Muller et al. · 2011 · 1.1K citations

, , +16

Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

Bo Zong, Song Qi, Martin Renqiang Min et al. · 2018 · 1.1K citations

, , +16

Auto-encoder based dimensionality reduction

Yasi Wang, Hongxun Yao, Sicheng Zhao · Neurocomputing · 2015 · 978 citations

, , +9

1–5 of 250

Authors

864

  1. YB
    Yoshua Bengio

    Université de Montréal, Canada

    11 publications · 2.2K citations

    11

    h-index

  2. GQ
    Guo-Jun Qi

    University of Central Florida, United States

    5 publications · 366 citations

    5

    h-index

  3. LF
    Liang Feng

    Chongqing University, China

    5 publications · 830 citations

    5

    h-index

  4. YO
    Yew-Soon Ong

    Nanyang Technological University, Singapore

    5 publications · 1.5K citations

    5

    h-index

  5. LZ
    Liheng Zhang

    University of Central Florida, United States

    4 publications · 333 citations

    4

    h-index

1–5 of 864

Institutions

297

  1. Chinese Academy of Sciences

    Beijing, China

    9 h-index

    23 publications

    3.6K citations

  2. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    23 publications

    7.5K citations

  3. Google (United States)

    Mountain View, United States

    7 h-index

    20 publications

    1.5K citations

  4. Université de Montréal

    Montreal, Canada

    7 h-index

    22 publications

    8.1K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    13 publications

    2.7K citations

  6. Chongqing University

    Chongqing, China

    6 h-index

    12 publications

    1.5K citations

  7. Harbin Institute of Technology

    Harbin, China

    5 h-index

    13 publications

    3.6K citations

  8. Peking University

    Beijing, China

    5 h-index

    12 publications

    658 citations

1–8 of 297

Venues

  1. arXiv (Cornell University)

    Repository · 55 publications · 5.4K citations

    29

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 6 publications · 383 citations

    6

    h-index

  3. IEEE Transactions on Cybernetics

    5 publications · 706 citations

    5

    h-index

  4. IEEE Access

    5 publications · 90 citations

    5

    h-index

  5. IEEE Transactions on Image Processing

    4 publications · 498 citations

    4

    h-index

1–5