The approach chosen in this work is to rely on a fast energy evaluation to boost the performance of the ML model, instead of simply adding a maximum information on the chemical, geometrical and adsorptive properties of the material as typically done in previous studies. The total set of descriptors for our model, detailed in Table , is relatively restricted.