We standardize the adsorption properties (the columns of A (θ) ) to have mean zero and unit variance using only the observed training examples. Standardization accounts for the different scales of the different properties and prevents properties with a larger variance from dominating the loss function in eqn. 3. See Ref. for theoretical arguments for standardization. The entries in Fig. are standardized, hence the diverging colormap.