In our applications, parameter fitness is described by the ability of a force field containing those parameters to reproduce a specific training set of experimental physical properties, although we note that this strategy could be also be applied to a training set containing quantities from QM simulations. The optimization strategy we employ is adapted from the framework proposed by Dennis and Troczon and features two levels of fidelity for estimating the objective function for a parameter set: