The paper derives semiparametric efficiency bounds for average treatment effect estimation from treated and unlabeled units, and proposes estimators that attain these bounds only when the propensity score and related nuisance functions are known.
Alaa and Mihaela van der Schaar
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
PUATE: Efficient Average Treatment Effect Estimation from Treated (Positive) and Unlabeled Units
The paper derives semiparametric efficiency bounds for average treatment effect estimation from treated and unlabeled units, and proposes estimators that attain these bounds only when the propensity score and related nuisance functions are known.