Salah Rifai
Salah Rifai
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TitleCited byYear
Contractive auto-encoders: Explicit invariance during feature extraction
S Rifai, P Vincent, X Muller, X Glorot, Y Bengio
Proceedings of the Twenty-eight International Conference on Machine Learning …, 2011
The manifold tangent classifier
S Rifai, YN Dauphin, P Vincent, Y Bengio, X Muller
Advances in neural information processing systems, 2294-2302, 2011
Better mixing via deep representations
Y Bengio, G Mesnil, Y Dauphin, S Rifai
International conference on machine learning, 552-560, 2013
Unsupervised and transfer learning challenge: a deep learning approach
G Mesnil, Y Dauphin, X Glorot, S Rifai, Y Bengio, I Goodfellow, E Lavoie, ...
Proceedings of the 2011 International Conference on Unsupervised and …, 2011
Disentangling factors of variation for facial expression recognition
S Rifai, Y Bengio, A Courville, P Vincent, M Mirza
European Conference on Computer Vision, 808-822, 2012
Higher order contractive auto-encoder
S Rifai, G Mesnil, P Vincent, X Muller, Y Bengio, Y Dauphin, X Glorot
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2011
Deep learners benefit more from out-of-distribution examples
Y Bengio, F Bastien, A Bergeron, N Boulanger–Lewandowski, T Breuel, ...
Proceedings of the Fourteenth International Conference on Artificial …, 2011
A generative process for sampling contractive auto-encoders
S Rifai, Y Bengio, Y Dauphin, P Vincent
arXiv preprint arXiv:1206.6434, 2012
Adding noise to the input of a model trained with a regularized objective
S Rifai, X Glorot, Y Bengio, P Vincent
arXiv preprint arXiv:1104.3250, 2011
Regularized auto-encoders estimate local statistics
G Alain, Y Bengio, S Rifai
ICLR, 2013
Deep self-taught learning for handwritten character recognition
F Bastien, Y Bengio, A Bergeron, N Boulanger-Lewandowski, T Breuel, ...
arXiv preprint arXiv:1009.3589, 2010
Unsupervised learning of semantics of object detections for scene categorization
G Mesnil, S Rifai, A Bordes, X Glorot, Y Bengio, P Vincent
Pattern recognition applications and methods, 209-224, 2015
Learning invariant features through local space contraction
S Rifai, X Muller, X Glorot, G Mesnil, Y Bengio, P Vincent
arXiv preprint arXiv:1104.4153, 2011
Unsupervised and Transfer Learning under Uncertainty-From Object Detections to Scene Categorization.
G Mesnil, S Rifai, A Bordes, X Glorot, Y Bengio, P Vincent
ICPRAM 192, 2013
Implicit density estimation by local moment matching to sample from auto-encoders
Y Bengio, G Alain, S Rifai
arXiv preprint arXiv:1207.0057, 2012
Contracting auto-encoders
S Rifai, P Vincent, X Muller, X Glorot, Y Bengio
International Conference on Machine Learning (ICML), 95, 2011
Unsupervised and Transfer Learning under Uncertainty
G Mesnil, S Rifai, A Bordes, X Glorot, Y Bengio, P Vincent
Fall detection using outlier analysis
S Rifai
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Articles 1–18