In the above, a represents a combined index over force and energy components, and b is the index over permutationally invariant model parameters. This allows model parameters to be rapidly generated by application of advanced linear solvers and makes the model well suited for iterative and/or active-learning training strategies. For additional details, the reader is directed to 6 and 34.