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End-to-End Information Extraction without Token-Level Supervision


Jul 16, 2017
Rasmus Berg Palm, Dirk Hovy, Florian Laws, Ole Winther

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* http://speechnlp.github.io/2017 @ EMNLP 2017 

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Semi-Supervised Generation with Cluster-aware Generative Models


Apr 03, 2017
Lars Maaløe, Marco Fraccaro, Ole Winther

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Sequential Neural Models with Stochastic Layers


Nov 13, 2016
Marco Fraccaro, Søren Kaae Sønderby, Ulrich Paquet, Ole Winther

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* NIPS 2016 

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Neural Machine Translation with Characters and Hierarchical Encoding


Oct 20, 2016
Alexander Rosenberg Johansen, Jonas Meinertz Hansen, Elias Khazen Obeid, Casper Kaae Sønderby, Ole Winther

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* 8 pages, 7 figures 

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Self-Averaging Expectation Propagation


Aug 23, 2016
Burak Çakmak, Manfred Opper, Bernard H. Fleury, Ole Winther

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* 12 pages 

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An Adaptive Resample-Move Algorithm for Estimating Normalizing Constants


Aug 15, 2016
Marco Fraccaro, Ulrich Paquet, Ole Winther

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* 11 pages, 5 figures 

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Auxiliary Deep Generative Models


Jun 16, 2016
Lars Maaløe, Casper Kaae Sønderby, Søren Kaae Sønderby, Ole Winther

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* Proceedings of the 33rd International Conference on Machine Learning, New York, NY, USA, 2016, JMLR: Workshop and Conference Proceedings volume 48, Proceedings of the 33rd International Conference on Machine Learning, New York, NY, USA, 2016 

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Ladder Variational Autoencoders


May 27, 2016
Casper Kaae Sønderby, Tapani Raiko, Lars Maaløe, Søren Kaae Sønderby, Ole Winther

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Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models


May 23, 2016
Aki Vehtari, Tommi Mononen, Ville Tolvanen, Tuomas Sivula, Ole Winther

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* Journal of Machine Learning Research, 17(103):1-38, 2016 

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Autoencoding beyond pixels using a learned similarity metric


Feb 10, 2016
Anders Boesen Lindbo Larsen, Søren Kaae Sønderby, Hugo Larochelle, Ole Winther

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