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Long-Tian Shi

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Preprint Aug 2026

Inferential Evaluation of Surrogate-Derived Models under Covariate Shift

Cross-fitted estimators that transport information from the two labeled sources through source-specific density ratios are proposed that establish asymptotically linear inference for TPR and FPR, consistency and pointwise inference for the ROC curve, and asymptotically normal inference for AUC.

Long-Tian Shi, Molei Liu, Doudou Zhou · 0 citations