Adversarially Robust Generalization Requires More Data

Ludwig Schmidt, Shibani Santurkar, Dimitris Tsipras, Kunal Talwar, Aleksander Madry. Adversarially Robust Generalization Requires More Data. In Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, Roman Garnett, editors, Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada. pages 5019-5031, 2018. [doi]

@inproceedings{SchmidtSTTM18,
  title = {Adversarially Robust Generalization Requires More Data},
  author = {Ludwig Schmidt and Shibani Santurkar and Dimitris Tsipras and Kunal Talwar and Aleksander Madry},
  year = {2018},
  url = {http://papers.nips.cc/paper/7749-adversarially-robust-generalization-requires-more-data},
  researchr = {https://researchr.org/publication/SchmidtSTTM18},
  cites = {0},
  citedby = {0},
  pages = {5019-5031},
  booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada},
  editor = {Samy Bengio and Hanna M. Wallach and Hugo Larochelle and Kristen Grauman and Nicolò Cesa-Bianchi and Roman Garnett},
}