Diffusion properties -We introduced selected self-diffusion pathways into the training routine to reflect the surface kinetics. For this purpose, characteristic processes along terraces, steps and kink structures on Na(100) and Li(100) were selected, and their respective diffusion barriers evaluated. Also, the symmetry of the images in the reaction profile of symmetrical processes was linked to the error function to reflect possible noise in the potential energy surface in the error value.