@inproceedings{tsipras2018robustness,
author = {Tsipras, Dimitris and Santurkar, Shibani and Engstrom, Logan and Turner, Alexander and Madry, Aleksander},
booktitle = {International Conference on Learning Representations},
title = {{Robustness May Be at Odds with Accuracy}},
url = {https://openreview.net/forum?id=SyxAb30cY7},
year = {2019}
}
- Robust models learn features that align well with salient data characteristics.
- robustness and standard accuracy are odd.
Very good paper.