Breeds: Benchmarks for subpopulation shift
S Santurkar, D Tsipras, A Madry - arXiv preprint arXiv:2008.04859, 2020 - arxiv.org
We develop a methodology for assessing the robustness of models to subpopulation shift---
specifically, their ability to generalize to novel data subpopulations that were not observed …
specifically, their ability to generalize to novel data subpopulations that were not observed …
[PDF][PDF] BREEDS: Benchmarks for Subpopulation Shift
S Santurkar, D Tsipras, A Madry - International Conference on Learning …, 2021 - par.nsf.gov
We develop a methodology for assessing the robustness of models to subpopulation shift—
specifically, their ability to generalize to novel data subpopulations that were not observed …
specifically, their ability to generalize to novel data subpopulations that were not observed …
BREEDS: Benchmarks for Subpopulation Shift
S Santurkar, D Tsipras, A Madry - International Conference on Learning … - openreview.net
We develop a methodology for assessing the robustness of models to subpopulation shift---
specifically, their ability to generalize to novel data subpopulations that were not observed …
specifically, their ability to generalize to novel data subpopulations that were not observed …
BREEDS: Benchmarks for Subpopulation Shift
S Santurkar, D Tsipras, A Madry - arXiv e-prints, 2020 - ui.adsabs.harvard.edu
We develop a methodology for assessing the robustness of models to subpopulation shift---
specifically, their ability to generalize to novel data subpopulations that were not observed …
specifically, their ability to generalize to novel data subpopulations that were not observed …