When can Regression-Adjusted Control Variates Help? Rare Events, Sobolev Embedding and Minimax Optimality

Jose Blanchet, Haoxuan Chen, Yiping Lu +1

This paper studies the use of a machine learning-based estimator as a control variate for mitigating the variance of Monte Carlo sampling. Specifically, we seek to uncover the key…