Before revision:  We show that when the nuisance functions have a locally sparse parametrization, then a local l1-penalized regression achieves the required rate.
After revision:  We show that when the nuisance functions have a locally sparse parametrization, then a local \ell_1-penalized regression achieves the required rate.