An in-depth benchmark study of the CATE estimation problem: experimental framework, metrics and models

In the context of the Neyman-Rubin framework with binary treatment and outcome, we devise and conduct a rich benchmark study whose general ambition is to find the best practices to achieve good predictions of the CATE with machine...