Deep Learners Benefit More from Out-of-Distribution Examples

Yoshua Bengio, Frédéric Bastien, Arnaud Bergeron, Nicolas Boulanger-Lewandowski, Thomas M. Breuel, Youssouf Chherawala, Moustapha Cisse, Myriam Côté, Dumitru Erhan, Jeremy Eustache, Xavier Glorot, Xavier Muller, Sylvain Pannetier Lebeuf, Razvan Pascanu, Salah Rifai, François Savard, Guillaume Sicard. Deep Learners Benefit More from Out-of-Distribution Examples. Journal of Machine Learning Research, 15:164-172, 2011. [doi]

@article{BengioBBBBCCCEEGMLPRSS11,
  title = {Deep Learners Benefit More from Out-of-Distribution Examples},
  author = {Yoshua Bengio and Frédéric Bastien and Arnaud Bergeron and Nicolas Boulanger-Lewandowski and Thomas M. Breuel and Youssouf Chherawala and Moustapha Cisse and Myriam Côté and Dumitru Erhan and Jeremy Eustache and Xavier Glorot and Xavier Muller and Sylvain Pannetier Lebeuf and Razvan Pascanu and Salah Rifai and François Savard and Guillaume Sicard},
  year = {2011},
  url = {http://www.jmlr.org/proceedings/papers/v15/bengio11b/bengio11b.pdf},
  researchr = {https://researchr.org/publication/BengioBBBBCCCEEGMLPRSS11},
  cites = {0},
  citedby = {0},
  journal = {Journal of Machine Learning Research},
  volume = {15},
  pages = {164-172},
}