For our evaluation, we chose sum pooling as a representative of the standard pooling methods. It is the default choice for SchNet and DimeNet++, and in our previous extensive evaluation of graph pooling functions we did not observe significantly better performance for any of the three functions . Furthermore, from a physical perspective sum pooling can be considered a natural choice for approximating certain quantum properties.