Nearly-tight VC-dimension bounds for piecewise linear neural networks

Nick Harvey, Christopher Liaw, Abbas Mehrabian. Nearly-tight VC-dimension bounds for piecewise linear neural networks. In Satyen Kale, Ohad Shamir, editors, Proceedings of the 30th Conference on Learning Theory, COLT 2017, Amsterdam, The Netherlands, 7-10 July 2017. Volume 65 of JMLR Workshop and Conference Proceedings, pages 1064-1068, JMLR.org, 2017. [doi]

@inproceedings{HarveyLM17,
  title = {Nearly-tight VC-dimension bounds for piecewise linear neural networks},
  author = {Nick Harvey and Christopher Liaw and Abbas Mehrabian},
  year = {2017},
  url = {http://proceedings.mlr.press/v65/harvey17a.html},
  researchr = {https://researchr.org/publication/HarveyLM17},
  cites = {0},
  citedby = {0},
  pages = {1064-1068},
  booktitle = {Proceedings of the 30th Conference on Learning Theory, COLT 2017, Amsterdam, The Netherlands, 7-10 July 2017},
  editor = {Satyen Kale and Ohad Shamir},
  volume = {65},
  series = {JMLR Workshop and Conference Proceedings},
  publisher = {JMLR.org},
}