Before revision: Instrumental variable identification is a strategy in causal statistics for estimating the counterfactual effect of treatment D on output Y controlling for covariates \mathbf{X We introduce a de-biased machine learning (DML) approach to estimating complier parameters with high-dimensional data.
After revision:  We introduce a de-biased machine learning (DML) approach to estimating complier parameters with high-dimensional data.