where an isolated hydrogen atom in the gas phase is used as the reference instead of ). Among the functionals tested, PBE-vdW shows the best agreement with FNDMC, yielding nearly identical results. Accurate predictions of hydrogen adsorption energies and site preferences are crucial for catalytic applications, particularly in the hydrogen evolution reactions , where the binding strength and position of hydrogen on the catalyst surface significantly affect reaction mechanisms and catalytic efficiency.