distributional shift
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The s-value: evaluating stability with respect to distributional shifts
However, sampling is not the only source of uncertainty. In practice, distributions change between locations and across time.
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DistributionallyRobustOptimizationwithData Geometry
It has been well documented that high dimensional data approximately resides on low dimensional manifolds.
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DeepCombinatorialAggregation
Neural networks are known toproduce poor uncertainty estimations, and avariety of approaches have been proposed to remedy this issue.
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