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Regularizing Trajectory Optimization with Denoising Autoencoders


Mar 28, 2019
Rinu Boney, Norman Di Palo, Mathias Berglund, Alexander Ilin, Juho Kannala, Antti Rasmus, Harri Valpola


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Recurrent Ladder Networks


Dec 18, 2017
Isabeau Prémont-Schwarz, Alexander Ilin, Tele Hotloo Hao, Antti Rasmus, Rinu Boney, Harri Valpola

* 9 pages, 9 figures, 7-page appendix, fixed fig 9 (c) 

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Tagger: Deep Unsupervised Perceptual Grouping


Nov 28, 2016
Klaus Greff, Antti Rasmus, Mathias Berglund, Tele Hotloo Hao, Jürgen Schmidhuber, Harri Valpola

* 14 pages + 5 pages supplementary, accepted at NIPS 2016 

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Semi-Supervised Learning with Ladder Networks


Nov 24, 2015
Antti Rasmus, Harri Valpola, Mikko Honkala, Mathias Berglund, Tapani Raiko

* Revised denoising function, updated results, fixed typos 

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Lateral Connections in Denoising Autoencoders Support Supervised Learning


Apr 30, 2015
Antti Rasmus, Harri Valpola, Tapani Raiko


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Denoising autoencoder with modulated lateral connections learns invariant representations of natural images


Mar 31, 2015
Antti Rasmus, Tapani Raiko, Harri Valpola

* Presentation at ICLR 2015 workshop 

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