Adversarial Robustness Curves

@article{Gopfert2019AdversarialRC,
  title={Adversarial Robustness Curves},
  author={Christina Gopfert and Jan Philip G{\"o}pfert and Barbara Hammer},
  journal={ArXiv},
  year={2019},
  volume={abs/1908.00096}
}
The existence of adversarial examples has led to considerable uncertainty regarding the trust one can justifiably put in predictions produced by automated systems. This uncertainty has, in turn, lead to considerable research effort in understanding adversarial robustness. In this work, we take first steps towards separating robustness analysis from the choice of robustness threshold and norm. We propose robustness curves as a more general view of the robustness behavior of a model and… CONTINUE READING

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