Computing all the necessary features for the prediction would take less than a minute per structure, significantly faster than the 40 minutes required for a GCMC calculation. The ML-based approach clearly demonstrates a speed advantage over standard molecular simulations. However, it needs to maintain a high level of accuracy on an unseen set of structures to be a good substitute to GCMC.