Reinforcing Adversarial Robustness using Model Confidence Induced by Adversarial Training

Xi Wu; Uyeong Jang; Jiefeng Chen; Lingjiao Chen; Somesh Jha

ICML 2018oral27 citations

Reinforcing Adversarial Robustness using Model Confidence Induced by Adversarial Training

Xi Wu, Uyeong Jang, Jiefeng Chen, Lingjiao Chen, Somesh Jha

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Abstract

In this paper we study leveraging

BibTeX

@InProceedings{pmlr-v80-wu18e,
  title = 	 {Reinforcing Adversarial Robustness using Model Confidence Induced by Adversarial Training},
  author =       {Wu, Xi and Jang, Uyeong and Chen, Jiefeng and Chen, Lingjiao and Jha, Somesh},
  booktitle = 	 {Proceedings of the 35th International Conference on Machine Learning},
  pages = 	 {5334--5342},
  year = 	 {2018},
  editor = 	 {Dy, Jennifer and Krause, Andreas},
  volume = 	 {80},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {10--15 Jul},
  publisher =    {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v80/wu18e/wu18e.pdf},
  url = 	 {https://proceedings.mlr.press/v80/wu18e.html},
  abstract = 	 {In this paper we study leveraging