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20122026
most citedMean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results

1.6k citations · 2.2k across the 16 of their papers we have counts for

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Showing 2015Show all

2 papers · 1 filter

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.LG2015★ 11 cited

Lateral Connections in Denoising Autoencoders Support Supervised Learning

Antti Rasmus, Harri Valpola, Tapani Raiko

We show how a deep denoising autoencoder with lateral connections can be used as an auxiliary unsupervised learning task to support supervised learning. The proposed model is train…