Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets?

Zhiyuan Li 0005, Yi Zhang, Sanjeev Arora. Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets?. In 9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021. OpenReview.net, 2021. [doi]

@inproceedings{0005ZA21,
  title = {Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets?},
  author = {Zhiyuan Li 0005 and Yi Zhang and Sanjeev Arora},
  year = {2021},
  url = {https://openreview.net/forum?id=uCY5MuAxcxU},
  researchr = {https://researchr.org/publication/0005ZA21},
  cites = {0},
  citedby = {0},
  booktitle = {9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021},
  publisher = {OpenReview.net},
}