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We propose a transferable machine-learning model based on the intrinsic descriptors, which can predict the adsorption energies of single-atom alloys, AB intermetallics and high-entropy alloys , simply by training the properties of transition metals.

A transferable machine-learning scheme from pure metals to alloys for predicting adsorption energies