582 citations · 739 across the 8 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.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…