Autoencoder

Articles

• The Curse of Dimensionality and the Autoencoder

Tutorials

• http://deeplearning.net/tutorial/dA.html
• http://ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/
• Building Autoencoders in Keras
• JAAN ALTOSAAR: Tutorial - What is a variational autoencoder?

Variations

Variational Autoencoder

• Variational Autoencoder

Masked autoencoder

• He2021masked

Denoising autoencoders

The idea behind denoising autoencoders is simple. In order to force the hidden layer to discover more robust features and prevent it from simply learning the identity, we train the autoencoder to reconstruct the input from a corrupted version of it.

Stacked denoising autoencoders

• Vincent2010

Symmetry-aware autoencoders

• Kneer2021symmetry

Applications

Chemical design

• Automatic chemical design using a data-driven continuous representation of molecules

Dynamical systems

• Champion2019data driven
• Farrell2020autoencoder

Relationship to other methods

PCA

Plaut2018principal