A debiased ML method yields valid conformal prediction intervals for counterfactual outcomes under runtime confounding via semiparametric efficiency theory.
Lettingh(Y(a),V) :=I(R a(Y,V)≤r a,α), Equation (4) immediately follows by Lemma 5
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Debiased Machine Learning for Conformal Prediction of Counterfactual Outcomes Under Runtime Confounding
A debiased ML method yields valid conformal prediction intervals for counterfactual outcomes under runtime confounding via semiparametric efficiency theory.