Before revision:  In particular, the covariates can enter the difference-in-differences model in a very flexible form leading to estimation procedures that involve supervised machine learning methods.
After revision:  In particular, the covariates can enter the difference-in-differences model in a very flexible form . In particular, we propose estimation procedures that involve supervised machine learning methods.