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03/28/2019
Regularizing Trajectory Optimization with Denoising Autoencoders
Trajectory optimization with learned dynamics models can often suffer fr...
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06/21/2016
Tagger: Deep Unsupervised Perceptual Grouping
We present a framework for efficient perceptual inference that explicitl...
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07/09/2015
Semi-Supervised Learning with Ladder Networks
We combine supervised learning with unsupervised learning in deep neural...
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04/07/2015
Bidirectional Recurrent Neural Networks as Generative Models - Reconstructing Gaps in Time Series
Bidirectional recurrent neural networks (RNN) are trained to predict bot...
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06/11/2014
Techniques for Learning Binary Stochastic Feedforward Neural Networks
Stochastic binary hidden units in a multi-layer perceptron (MLP) network...
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12/20/2013