DARTS adaptively selects prognostic covariates via budgeted Thompson sampling in sequential experiments, preserving randomization validity and achieving asymptotic coverage for the inverse-variance weighted estimator.
Sequential covariate-adjusted randomization via hierarchically minimizing mahalanobis distance and marginal imbalance.Biometrics, 80(2): ujae047, 2024
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DARTS: Targeting Prognostic Covariates in Budget-Constrained Sequential Experiments
DARTS adaptively selects prognostic covariates via budgeted Thompson sampling in sequential experiments, preserving randomization validity and achieving asymptotic coverage for the inverse-variance weighted estimator.