Before revision:  The proposed l1-regularized M-estimator achieves the oracle convergence rate, where the oracle knows the nuisance parameter and solves only the parametric problem.
After revision:  The proposed Lasso estimator converges at the oracle rate, where the oracle knows the nuisance parameter and solves only the parametric problem.