Before revision:  In the inverse problem, the sparse quadrature and the quasi-Monte Carlo methods perform as expected except with total variation regularisation, in which convergence is limited by lack of regularity.
After revision:  In the inverse problem, the sparse quadrature and the quasi-Monte Carlo methods perform as expected , except for the total variation regularisation, in which convergence is limited by lack of regularity.