Abstract Using machine learning methods to analyse and predict events occurring at interfaces is more complicated than applying participating entities, such as adsorbates adsorbents separately. Whether combining molecular or materials descriptors, explicitly defining the topology of space in between, choice features critical successfully understanding potential energy surface that determines pr...