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cs.LG2023★ 2 cited
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects
Ahmed Alaa, Zaid Ahmad, Mark van der Laan
We investigate the problem of machine learning-based (ML) predictive inference on individual treatment effects (ITEs). Previous work has focused primarily on developing ML-based me…
cs.LG2020★ 3 cited
Generalized Policy Elimination: an efficient algorithm for Nonparametric Contextual Bandits
Aurélien F. Bibaut, Antoine Chambaz, Mark J. van der Laan
We propose the Generalized Policy Elimination (GPE) algorithm, an oracle-efficient contextual bandit (CB) algorithm inspired by the Policy Elimination algorithm of \cite{dudik2011}…