Aaron Courville
Aaron Courville
Verified email at umontreal.ca - Homepage
TitleCited byYear
Generative adversarial nets
I Goodfellow, J Pouget-Abadie, M Mirza, B Xu, D Warde-Farley, S Ozair, ...
Advances in neural information processing systems, 2672-2680, 2014
132902014
Deep learning
IJ Goodfellow, Y Bengio, A Courville
Nature, 2016
119842016
Representation learning: A review and new perspectives
Y Bengio, A Courville, P Vincent
IEEE transactions on pattern analysis and machine intelligence 35 (8), 1798-1828, 2013
57072013
Show, attend and tell: Neural image caption generation with visual attention
K Xu, J Ba, R Kiros, A Courville, R Salakhutdinov, R Zemel, Y Bengio
Proceeding of the International Conference on Machine Learning (arXiv …, 2015
40582015
Improved training of wasserstein gans
I Gulrajani, F Ahmed, M Arjovsky, V Dumoulin, AC Courville
Advances in neural information processing systems, 5767-5777, 2017
20482017
Why does unsupervised pre-training help deep learning?
D Erhan, Y Bengio, A Courville, PA Manzagol, P Vincent, S Bengio
Journal of Machine Learning Research 11 (Feb), 625-660, 2010
19192010
Maxout networks
IJ Goodfellow, D Warde-Farley, M Mirza, A Courville, Y Bengio
arXiv preprint arXiv:1302.4389, 2013
18052013
Brain tumor segmentation with deep neural networks
M Havaei, A Davy, D Warde-Farley, A Biard, A Courville, Y Bengio, C Pal, ...
Medical image analysis 35, 18-31, 2017
10282017
Building end-to-end dialogue systems using generative hierarchical neural network models
IV Serban, A Sordoni, Y Bengio, A Courville, J Pineau
Thirtieth AAAI Conference on Artificial Intelligence, 2016
896*2016
An empirical evaluation of deep architectures on problems with many factors of variation
H Larochelle, D Erhan, A Courville, J Bergstra, Y Bengio
Proceedings of the 24th international conference on Machine learning, 473-480, 2007
8022007
Describing videos by exploiting temporal structure
L Yao, A Torabi, K Cho, N Ballas, C Pal, H Larochelle, A Courville
Proceedings of the IEEE international conference on computer vision, 4507-4515, 2015
6402015
Adversarially learned inference
V Dumoulin, I Belghazi, B Poole, O Mastropietro, A Lamb, M Arjovsky, ...
arXiv preprint arXiv:1606.00704, 2016
6032016
Visualizing higher-layer features of a deep network
D Erhan, Y Bengio, A Courville, P Vincent
University of Montreal 1341 (3), 1, 2009
5722009
Theano: A Python framework for fast computation of mathematical expressions
R Al-Rfou, G Alain, A Almahairi, C Angermueller, D Bahdanau, N Ballas, ...
arXiv preprint arXiv:1605.02688, 2016
5522016
Estimating or propagating gradients through stochastic neurons for conditional computation
Y Bengio, N Léonard, A Courville
arXiv preprint arXiv:1308.3432, 2013
5142013
A recurrent latent variable model for sequential data
J Chung, K Kastner, L Dinh, K Goel, AC Courville, Y Bengio
Advances in neural information processing systems, 2980-2988, 2015
4142015
Bayesian theories of conditioning in a changing world
AC Courville, ND Daw, DS Touretzky
Trends in cognitive sciences 10 (7), 294-300, 2006
3952006
A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues
IV Serban, A Sordoni, R Lowe, L Charlin, J Pineau, A Courville, Y Bengio
3942017
Unsupervised feature learning and deep learning: A review and new perspectives
Y Bengio, AC Courville, P Vincent
CoRR, abs/1206.5538 1, 2012, 2012
3752012
Deep feedforward networks
I Goodfellow, Y Bengio, A Courville
Deep learning, 168-227, 2016
2982016
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