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: We consider the problem of using observational data to learn a treatment assignment policy that satisfies application-specific constraints , such as budget, fairness, or functional form constraints.