Certifying Model Accuracy under Distribution Shifts

Aounon Kumar, Alexander Levine, Tom Goldstein +1

Certified robustness in machine learning has primarily focused on adversarial perturbations of the input with a fixed attack budget for each point in the data distribution. In this…