Appendix - Double Machine Learning Density Estimation for Local Treatment Effects with Instruments A IV Settings and LTE

Neural Information Processing Systems 

We show that the causal graph in Figure 1 captures the set of IV assumptions in Assumption A.1. We will show the first item. We will show the second. We will show the third. Now, we will prove this Lemma through the master result in Lemma S.1.