Before revision:  As a result, the estimator achieves oracle convergence rate \sqrt{k \log p/n oracle knows the true first stage and solves only a parametric problem.
After revision:  As a result, the estimator achieves oracle convergence rate \sqrt{k \log p/n oracle knows the nuisance parameter and solves only a parametric problem.