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Adversarial Robustness Curves
We propose robustness curves as a more general view of the robustness behavior of a model and investigate under which circumstances they can qualitatively depend on the chosen norm. Expand
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How to compare adversarial robustness of classifiers from a global perspective
We use recently proposed robustness curves to show that point-wise measures for adversarial robustness do not capture important global properties that are essential to reliably compare the robustness of different classifiers. Expand
Adversarial examples and where to find them
Adversarial robustness of trained models has attracted considerable attention over recent years, within and beyond the scientific community. Expand