CEB Improves Model Robustness [article]

Ian Fischer, Alexander A. Alemi
2020 arXiv   pre-print
We demonstrate that the Conditional Entropy Bottleneck (CEB) can improve model robustness. CEB is an easy strategy to implement and works in tandem with data augmentation procedures. We report results of a large scale adversarial robustness study on CIFAR-10, as well as the ImageNet-C Common Corruptions Benchmark, ImageNet-A, and PGD attacks.
arXiv:2002.05380v1 fatcat:5lpcw7udyffprjt5q2kev6brku