Before revision: We consider the problem of using observational data to learn treatment assignment policies that satisfy certain constraintsspecified by a practitioner , such as budget, fairness, or functional form constraints.
After revision: In many areas, practitioners seek to use observational data to learn treatment assignment policies that satisfy certain constraintsspecified by a practitioner , such as budget, fairness, or functional form constraints.