“…To address the obvious contradiction between reaction activities and manufacture costs, one of effective solutions is to incorporate these noble metal-based active particles onto non-noble metal oxides as the supporters. − By using this approach, some intriguing features contributed by non-noble metal oxides, such as the abundant redox chemistry and the tunable bandgap, could be integrated, accompanied by the reduced consumption of noble metals. Furthermore, the rational combination of the noble metal-based particles and the metal oxide supporters could induce the unique particle–support interactions for regulating the electronic structures, stabilizing the active centers, and thus improving catalytic activities. − Hence, it is crucial to achieve the good matching between the noble-metal particles and the metal oxide supporter, and the selection of the matching counterparts is a prerequisite for generating particle–support interactions. − …”