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EvaluatingRobustnesstoDatasetShift viaParametricRobustnessSets

Neural Information Processing Systems

These shifts are defined via parametric changes in the causal mechanisms of observed variables, where constraints on parameters yield a "robustness set" of plausible distributions and acorresponding worst-case loss overthe set.