Tight Sample Complexity of Learning One-hidden-layer Convolutional Neural Networks

Yuan Cao, Quanquan Gu. Tight Sample Complexity of Learning One-hidden-layer Convolutional Neural Networks. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 10611-10621, 2019. [doi]

@inproceedings{CaoG19-2,
  title = {Tight Sample Complexity of Learning One-hidden-layer Convolutional Neural Networks},
  author = {Yuan Cao and Quanquan Gu},
  year = {2019},
  url = {http://papers.nips.cc/paper/9246-tight-sample-complexity-of-learning-one-hidden-layer-convolutional-neural-networks},
  researchr = {https://researchr.org/publication/CaoG19-2},
  cites = {0},
  citedby = {0},
  pages = {10611-10621},
  booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada},
  editor = {Hanna M. Wallach and Hugo Larochelle and Alina Beygelzimer and Florence d'Alché-Buc and Edward A. Fox and Roman Garnett},
}