Hydrogen transfer reaction is one of the valuable and potential solutions for selective hydrogenation. We report here that single-atom Pt supported by CeO2 could effectively catalyze the selective hydrogenation of nitroaromatics to corresponding amine through hydrogen transfer reaction.