Deep learning generalizes because the parameter-function map is biased towards simple functions

Guillermo Valle Pérez, Chico Q. Camargo, Ard A. Louis. Deep learning generalizes because the parameter-function map is biased towards simple functions. In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019. OpenReview.net, 2019. [doi]

@inproceedings{PerezCL19,
  title = {Deep learning generalizes because the parameter-function map is biased towards simple functions},
  author = {Guillermo Valle Pérez and Chico Q. Camargo and Ard A. Louis},
  year = {2019},
  url = {https://openreview.net/forum?id=rye4g3AqFm},
  researchr = {https://researchr.org/publication/PerezCL19},
  cites = {0},
  citedby = {0},
  booktitle = {7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019},
  publisher = {OpenReview.net},
}