@article{howmuchdataareaugmentationsworthan,
  title = {How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization},
  author = {Jonas Geiping and Micah Goldblum and Gowthami Somepalli and Ravid Shwartz-Ziv and Tom Goldstein and Andrew Gordon Wilson},
  year = {2022},
  eprint = {2210.06441},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2210.06441v2},
}