Appendix: Improving model calibration with accuracy versus uncertainty optimization A Dataset shift We use various image corruptions and perturbations proposed by Hendrycks and Dietterich

Neural Information Processing Systems 

In this section, we follow the same notations described in Section 3.1 of the main paper.