• DOI:10.1007/978-3-030-43823-4_15
Corpus ID: 199064656

Adversarial Robustness Curves

@inproceedings{Gopfert2019AdversarialRC,
  title={Adversarial Robustness Curves},
  author={Christina Gopfert and Jan Philip G{\"o}pfert and B. Hammer},
  booktitle={PKDD/ECML Workshops},
  year={2019}
}

Christina Gopfert, Jan Philip Göpfert, B. Hammer

Published in PKDD/ECML Workshops 2019

Computer Science, Mathematics

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

View PDF on arXiv

Save to Library

Create Alert

Cite

Launch Research Feed