University of Maryland, College Park; New York University
Jonas Geiping, Micah Goldblum, Gowthami Somepalli, Ravid Shwartz-Ziv, Tom Goldstein, Andrew Wilson
Data Augmentations;Stochasticity;Flatness;Neural Networks;Invariance
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization