“…The classical strong metal–support interaction (SMSI) refers to the migration of the partially reduced support to the surface of metal nanoparticles (NPs), resulting in the formation of an encapsulation overlayer. − The SMSI phenomenon has been commonly observed between platinum group metal NPs (i.e., Ir, Ru, Rh, Au, and Pt) and a reducible support (i.e., TiO 2 , Nb 2 O 5 , CeO 2 , and MoO 3 ) via thermal pretreatment under high temperature (≥500 °C) and a specific gas atmosphere (i.e., H 2 , O 2 ). ,− As for most supported metal catalysts, the exposed metal surface sites critically control the catalytic behavior, while the formed encapsulation overlayer around metal NPs would greatly reduce the accessible metal surface sites and affect the chemisorption and activation of small molecules, such as CO, CO 2 , H 2 and even reaction intermediates. − The electronic structure of metal catalysts will also be changed due to the formation of additional metal oxide interfacial sites, and the confined effect exerted by the surface encapsulation could also effectively hinder the sintering of metal NPs under high temperature reaction conditions, thus largely influencing the catalytic activity and selectivity of the hydrogenation process. ,,, …”