Reviewers and the area chair agree that this paper will attract interest at the conference, and will be beneficial for future research. As this submission notes, Ben Recht and co-authors did similar work with other datasets, published recently. The citation for "Do ImageNet Classifiers Generalize to ImageNet?" should be updated: @InProceedings{pmlr-v97-recht19a, title = {Do {I}mage{N}et Classifiers Generalize to {I}mage{N}et?}, author = {Recht, Benjamin and Roelofs, Rebecca and Schmidt, Ludwig and Shankar, Vaishaal}, booktitle = {Proceedings of the 36th International Conference on Machine Learning}, pages = {5389--5400}, year = {2019}, editor = {Chaudhuri, Kamalika and Salakhutdinov, Ruslan}, volume = {97}, series = {Proceedings of Machine Learning Research}, address = {Long Beach, California, USA}, month = {09--15 Jun}, publisher = {PMLR}, pdf = {http://proceedings.mlr.press/v97/recht19a/recht19a.pdf}, url = {http://proceedings.mlr.press/v97/recht19a.html}, }