| 2008 |
| 7 | | Hugo Larochelle,
Dumitru Erhan,
Yoshua Bengio:
Zero-data Learning of New Tasks.
AAAI 2008: 646-651 |
| 6 | EE | Pascal Vincent,
Hugo Larochelle,
Yoshua Bengio,
Pierre-Antoine Manzagol:
Extracting and composing robust features with denoising autoencoders.
ICML 2008: 1096-1103 |
| 5 | EE | Hugo Larochelle,
Yoshua Bengio:
Classification using discriminative restricted Boltzmann machines.
ICML 2008: 536-543 |
| 2007 |
| 4 | EE | 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 | EE | Yoshua Bengio,
Pascal Lamblin,
Dan Popovici,
Hugo Larochelle:
Greedy Layer-Wise Training of Deep Networks.
NIPS 2006: 153-160 |
| 2 | EE | Yoshua Bengio,
Martin Monperrus,
Hugo Larochelle:
Nonlocal Estimation of Manifold Structure.
Neural Computation 18(10): 2509-2528 (2006) |
| 2005 |
| 1 | EE | Yoshua Bengio,
Hugo Larochelle,
Pascal Vincent:
Non-Local Manifold Parzen Windows.
NIPS 2005 |