Derives the nonparametric efficient influence function for transported distributional and quantile treatment effects, using surrogates only for efficiency gains under missing-at-random primary outcomes to produce a cross-fitted one-step estimator with asymptotic guarantees.
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Efficient Transported Distributional and Quantile Treatment Effects with Surrogate-Assisted Missing Primary Outcomes
Derives the nonparametric efficient influence function for transported distributional and quantile treatment effects, using surrogates only for efficiency gains under missing-at-random primary outcomes to produce a cross-fitted one-step estimator with asymptotic guarantees.