 | 2012 |
| 25 |  | Volodymyr Mnih,
Hugo Larochelle,
Geoffrey E. Hinton:
Conditional Restricted Boltzmann Machines for Structured Output Prediction
CoRR abs/1202.3748: (2012) |
| 24 |  | George E. Dahl,
Ryan Prescott Adams,
Hugo Larochelle:
Training Restricted Boltzmann Machines on Word Observations
CoRR abs/1202.5695: (2012) |
| 23 |  | Hugo Larochelle,
Michael I. Mandel,
Razvan Pascanu,
Yoshua Bengio:
Learning Algorithms for the Classification Restricted Boltzmann Machine.
Journal of Machine Learning Research 13: 643-669 (2012) |
| 22 |  | Jasper Snoek,
Ryan Prescott Adams,
Hugo Larochelle:
On Nonparametric Guidance for Learning Autoencoder Representations.
Journal of Machine Learning Research - Proceedings Track 22: 1073-1080 (2012) |
| 2011 |
| 21 |  | Loris Bazzani,
Nando de Freitas,
Hugo Larochelle,
Vittorio Murino,
Jo-Anne Ting:
Learning attentional policies for tracking and recognition in video with deep networks.
ICML 2011: 937-944 |
| 20 |  | Jérôme Louradour,
Hugo Larochelle:
Classification of Sets using Restricted Boltzmann Machines.
UAI 2011: 463-470 |
| 19 |  | Volodymyr Mnih,
Hugo Larochelle,
Geoffrey E. Hinton:
Conditional Restricted Boltzmann Machines for Structured Output Prediction.
UAI 2011: 514-522 |
| 18 |  | Michael I. Mandel,
Razvan Pascanu,
Hugo Larochelle,
Yoshua Bengio:
Autotagging music with conditional restricted Boltzmann machines
CoRR abs/1103.2832: (2011) |
| 17 |  | Jérôme Louradour,
Hugo Larochelle:
Classification of Sets using Restricted Boltzmann Machines
CoRR abs/1103.4896: (2011) |
| 16 |  | Maksims Volkovs,
Hugo Larochelle,
Richard S. Zemel:
Loss-sensitive Training of Probabilistic Conditional Random Fields
CoRR abs/1107.1805: (2011) |
| 15 |  | Misha Denil,
Loris Bazzani,
Hugo Larochelle,
Nando de Freitas:
Learning where to Attend with Deep Architectures for Image Tracking
CoRR abs/1109.3737: (2011) |
| 14 |  | Hugo Larochelle,
Iain Murray:
The Neural Autoregressive Distribution Estimator.
Journal of Machine Learning Research - Proceedings Track 15: 29-37 (2011) |
| 2010 |
| 13 |  | Hugo Larochelle,
Geoffrey E. Hinton:
Learning to combine foveal glimpses with a third-order Boltzmann machine.
NIPS 2010: 1243-1251 |
| 12 |  | Pascal Vincent,
Hugo Larochelle,
Isabelle Lajoie,
Yoshua Bengio,
Pierre-Antoine Manzagol:
Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion.
Journal of Machine Learning Research 11: 3371-3408 (2010) |
| 11 |  | Ruslan Salakhutdinov,
Hugo Larochelle:
Efficient Learning of Deep Boltzmann Machines.
Journal of Machine Learning Research - Proceedings Track 9: 693-700 (2010) |
| 10 |  | Hugo Larochelle,
Yoshua Bengio,
Joseph P. Turian:
Tractable Multivariate Binary Density Estimation and the Restricted Boltzmann Forest.
Neural Computation 22(9): 2285-2307 (2010) |
| 2009 |
| 9 |  | Hugo Larochelle,
Yoshua Bengio,
Jérôme Louradour,
Pascal Lamblin:
Exploring Strategies for Training Deep Neural Networks.
Journal of Machine Learning Research 10: 1-40 (2009) |
| 8 |  | Hugo Larochelle,
Dumitru Erhan,
Pascal Vincent:
Deep Learning using Robust Interdependent Codes.
Journal of Machine Learning Research - Proceedings Track 5: 312-319 (2009) |
| 2008 |
| 7 |  | Hugo Larochelle,
Dumitru Erhan,
Yoshua Bengio:
Zero-data Learning of New Tasks.
AAAI 2008: 646-651 |
| 6 |  | Pascal Vincent,
Hugo Larochelle,
Yoshua Bengio,
Pierre-Antoine Manzagol:
Extracting and composing robust features with denoising autoencoders.
ICML 2008: 1096-1103 |
| 5 |  | Hugo Larochelle,
Yoshua Bengio:
Classification using discriminative restricted Boltzmann machines.
ICML 2008: 536-543 |
| 2007 |
| 4 |  | Hugo Larochelle,
Dumitru Erhan,
Aaron C. Courville,
James Bergstra,
Yoshua Bengio:
An empirical evaluation of deep architectures on problems with many factors of variation.
ICML 2007: 473-480 |
| 2006 |
| 3 |  | Yoshua Bengio,
Pascal Lamblin,
Dan Popovici,
Hugo Larochelle:
Greedy Layer-Wise Training of Deep Networks.
NIPS 2006: 153-160 |
| 2 |  | Yoshua Bengio,
Martin Monperrus,
Hugo Larochelle:
Nonlocal Estimation of Manifold Structure.
Neural Computation 18(10): 2509-2528 (2006) |
| 2005 |
| 1 |  | Yoshua Bengio,
Hugo Larochelle,
Pascal Vincent:
Non-Local Manifold Parzen Windows.
NIPS 2005 |