 a measurement model $y = X\beta^\star + \epsilon$, where $X\in\mathbb{R}^{n\times p}$ is the [*design*]{} matrix and $\epsilon\in\mathbb{R}^n$ is the noise vector. For any given norm ${{\|\cdot\|}}$, and not only those studied in , we then consider the regularized estimator in 