Before revision:  This allows our algorithm to depend on the \ell _\infty norm as opposed to the \ell_4 norm when bounding the amount of weight perturbation needed .
After revision:  This allows our algorithm to avoid dependencies on the \ell _\infty norm as opposed to the \ell_4 norm when bounding the amount of weight perturbation needed .