For example, we choose c = L 2 2 for the EMDOT approach to obtain a closed-form solution to the subprogram (10), otherwise we would have to use gradient-based solvers.
the WGAN approach calls for c = L 2 because the Kantorovich-Rubinstein duality takes a simple form only in this case.