CEB Improves Model Robustness

02/13/2020
by   Ian Fischer, et al.
0

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.

READ FULL TEXT

Please sign up or login with your details

Forgot password? Click here to reset