Before revision:  Simulation studies based on the data generating process of Heckman and Vytlacil (2005, pp. 683) demonstrate that our regularized estimator achieves 10 to 300 times as small root mean squared errors as the estimator without regularization. At the same time, our confidence intervals achieve the desired coverage probability in the simulations .
After revision:  Simulation studies confirm our theoretical results .