1.6k citations · 2.2k across the 16 of their papers we have counts for
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cs.NE2014★ 14 cited
Denoising autoencoder with modulated lateral connections learns invariant representations of natural images
Antti Rasmus, Tapani Raiko, Harri Valpola
Suitable lateral connections between encoder and decoder are shown to allow higher layers of a denoising autoencoder (dAE) to focus on invariant representations. In regular autoenc…
stat.ML2014
From neural PCA to deep unsupervised learning
Harri Valpola
A network supporting deep unsupervised learning is presented. The network is an autoencoder with lateral shortcut connections from the encoder to decoder at each level of the hiera…