582 citations · 1.2k across the 18 of their papers we have counts for
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cs.NE2015★ 582 cited
Semi-Supervised Learning with Ladder Networks
Antti Rasmus, Harri Valpola, Mikko Honkala +2
We combine supervised learning with unsupervised learning in deep neural networks. The proposed model is trained to simultaneously minimize the sum of supervised and unsupervised c…
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…
cs.NE2013★ 3 cited
Stochastic Gradient Estimate Variance in Contrastive Divergence and Persistent Contrastive Divergence
Mathias Berglund, Tapani Raiko
Contrastive Divergence (CD) and Persistent Contrastive Divergence (PCD) are popular methods for training the weights of Restricted Boltzmann Machines. However, both methods use an…