Publications

Filtres: Auteur est Larochelle, Hugo  [Clear All Filters]
2011
Louradour, J., and H. Larochelle, "Classification of Sets using Restricted Boltzmann Machines", Proceedings of the 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), 2011.
Mnih, V., H. Larochelle, and G. Hinton, "Conditional Restricted Boltzmann Machines for Structured Output Prediction", Proceedings of the 27th Conference on Uncertainty in Artificial Intelligence (UAI 2011), 2011.
Bazzani, L., N. de Freitas, H. Larochelle, V. Murino, and J. - A. Ting, "Learning attentional policies for tracking and recognition in video with deep networks", Proceedings of the 28th Annual International Conference on Machine Learning (ICML 2011), 2011.
Larochelle, H., and I. Murray, "The Neural Autoregressive Distribution Estimator", Proceedings of the 14th International Conference on Artificial Intelligence and Statistics (AISTATS 2011), vol. 15 of JMLR: W&CP, 2011.
2010
Salakhutdinov, R., and H. Larochelle, "Efficient Learning of Deep Boltzmann Machines", Proceedings of the 13th International Conference on Artificial Intelligence and Statistics (AISTATS 2010), vol. 9, pp. 693–700, 2010.
Larochelle, H., and G. Hinton, "Learning to combine foveal glimpses with a third-order Boltzmann machine", Advances in Neural Information Processing Systems 23 (NIPS23), 2010.
2009
Larochelle, H., D. Erhan, and P. Vincent, "Deep Learning using Robust Interdependent Codes", Proceedings of the 12th International Conference on Artificial Intelligence and Statistics (AISTATS 2009), pp. 312–319, 2009.
2008
Larochelle, H., and Y. Bengio, "Classification using Discriminative Restricted Boltzmann Machines", Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008), pp. 536–543, 2008.
Vincent, P., H. Larochelle, Y. Bengio, and P. - A. Manzagol, "Extracting and Composing Robust Features with Denoising Autoencoders", Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008), 2008.
Larochelle, H., D. Erhan, and Y. Bengio, "Zero-data Learning of New Tasks", Proceedings of the 23rd AAAI Conference on Artificial Intelligence (AAAI 2008), 2008.
2007
Larochelle, H., D. Erhan, A. Courville, J. Bergstra, and Y. Bengio, "An Empirical Evaluation of Deep Architectures on Problems with Many Factors of Variation", Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007), pp. 473–480, 2007.
Bengio, Y., P. Lamblin, D. Popovici, and H. Larochelle, "Greedy Layer-Wise Training of Deep Networks", Advances in Neural Information Processing Systems 19 (NIPS19), 2007.
2006
Bengio, Y., M. Monperrus, and H. Larochelle, "Non-Local Estimation of Manifold Structure", Neural Computation, vol. 18, no. 10, pp. 2509-2528, 2006.
Bengio, Y., H. Larochelle, and P. Vincent, "Non-Local Manifold Parzen Windows", Advances in Neural Information Processing Systems 18 (NIPS 18): MIT Press, pp. 115–122, 2006.