In recursive causal estimation, OLS-based plug-in, balancing, and doubly robust estimators coincide exactly in finite samples.
Automatic debiased machine learning for covariate shifts, 2025
2 Pith papers cite this work. Polarity classification is still indexing.
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Develops DML-PPCI estimators (EE and TMLE variants) that attain the semiparametric efficiency bound derived for semi-supervised causal inference via semi-supervised generalized Riesz regression.
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Generated outcomes as generated regressors: Equivalences in recursive causal estimation
In recursive causal estimation, OLS-based plug-in, balancing, and doubly robust estimators coincide exactly in finite samples.
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Prediction-Powered Causal Inference by Automatic Debiased Machine Learning and Semi-Supervised Riesz Regression
Develops DML-PPCI estimators (EE and TMLE variants) that attain the semiparametric efficiency bound derived for semi-supervised causal inference via semi-supervised generalized Riesz regression.