MACE models for liquid water were all computed with a cutoff radius of 4 Å. Training was initially run with a force weight of 100.0 and an energy weight of 1.0 for 800 epochs without early stopping. Subsequently, the energy and force weights were adjusted to 1000.0 and 100.0 respectively and 200 more epochs were performed.