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Deep Learners Benefit More from Out-of-Distribution Examples.

Y. Bengio, F. Bastien, A. Bergeron, N. Boulanger-Lewandowski, T. Breuel, Y. Chherawala, M. Cissé, M. Côté, D. Erhan, J. Eustache, X. Glorot, X. Muller, S. Lebeuf, R. Pascanu, S. Rifai, F. Savard, and G. Sicard. AISTATS, volume 15 of JMLR Proceedings, page 164-172. JMLR.org, (2011)

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Learning invariant features through local space contractionS. Rifai, X. Muller, X. Glorot, G. Mesnil, Y. Bengio, and P. Vincent. CoRR, (2011)Deep Learners Benefit More from Out-of-Distribution Examples.Y. Bengio, F. Bastien, A. Bergeron, N. Boulanger-Lewandowski, T. Breuel, Y. Chherawala, M. Cissé, M. Côté, D. Erhan, J. Eustache and 7 other author(s). AISTATS, volume 15 of JMLR Proceedings, page 164-172. JMLR.org, (2011)Higher Order Contractive Auto-Encoder.S. Rifai, G. Mesnil, P. Vincent, X. Muller, Y. Bengio, Y. Dauphin, and X. Glorot. ECML/PKDD (2), volume 6912 of Lecture Notes in Computer Science, page 645-660. Springer, (2011)Deep Self-Taught Learning for Handwritten Character RecognitionF. Bastien, Y. Bengio, A. Bergeron, N. Boulanger-Lewandowski, T. Breuel, Y. Chherawala, M. Cissé, M. Côté, D. Erhan, J. Eustache and 7 other author(s). CoRR, (2010)Unsupervised and Transfer Learning Challenge: a Deep Learning Approach.G. Mesnil, Y. Dauphin, X. Glorot, S. Rifai, Y. Bengio, I. Goodfellow, E. Lavoie, X. Muller, G. Desjardins, D. Warde-Farley and 3 other author(s). ICML Unsupervised and Transfer Learning, volume 27 of JMLR Proceedings, page 97-110. JMLR.org, (2012)A Semantic Matching Energy Function for Learning with Multi-relational DataX. Glorot, A. Bordes, J. Weston, and Y. Bengio. ICLR (Workshop Poster), (2013)beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework.I. Higgins, L. Matthey, A. Pal, C. Burgess, X. Glorot, M. Botvinick, S. Mohamed, and A. Lerchner. ICLR (Poster), OpenReview.net, (2017)Large-Scale Learning of Embeddings with Reconstruction Sampling.Y. Dauphin, X. Glorot, and Y. Bengio. ICML, page 945-952. Omnipress, (2011)Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing.A. Bordes, X. Glorot, J. Weston, and Y. Bengio. AISTATS, volume 22 of JMLR Proceedings, page 127-135. JMLR.org, (2012)Deep Sparse Rectifier Neural Networks.X. Glorot, A. Bordes, and Y. Bengio. AISTATS, volume 15 of JMLR Proceedings, page 315-323. JMLR.org, (2011)

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Deep Learners Benefit More from Out-of-Distribution Examples.

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Deep Learners Benefit More from Out-of-Distribution Examples.