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@article{DBLP:journals/corr/abs-1907-07174,
archivePrefix = {arXiv},
arxivId = {1907.07174},
author = {Hendrycks, Dan and Zhao, Kevin and Basart, Steven and Steinhardt, Jacob and Song, Dawn},
eprint = {1907.07174},
journal = {CoRR},
title = {{Natural Adversarial Examples}},
url = {http://arxiv.org/abs/1907.07174},
volume = {abs/1907.0},
year = {2019}
}

This is a new dataset called IMAGENET-A, which contains adversarial examples exiting in the real world.