Making fair decisions is crucial to ethically implementing machine learning algorithms in social settings. In this work, we consider the celebrated definition of counterfactual fairness. We begin by showing that an algorithm which satisfies fairness also demographic parity, a far simpler constraint. Similarly, show all satisfying parity can be trivially modified satisfy Together, our results in...