DORO: Distributional and Outlier Robust Optimization
Runtian Zhai * 1 Chen Dan * 1 J. Zico Kolter 1 Pradeep Ravikumar 1
Abstract shift problems, such as learning for algorithmic fairness
(Dwork et al., 2012; Barocas & Selbst, 2016) where we
Many machine learning tasks involve subpopu- want to test model’s performance on key demographic sub-
lation shift where the testing data distribution is populations, ...


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