Pareto front of solutions found by OPERON to approximate the difference between the nonlinear matter power spectrum and the prediction of HALOFIT. Each point on the red line represents the function with the best mean squared error on the training set for a given model length, whereas the blue curve shows the same loss for these functions evaluated on the validation set. We choose to use the model of length 44, as indicated by the vertical dotted line.