“…As particle size decreases, the catalytic behavior of nanosized cluster catalysts (NCCs) and single-atom catalysts (SACs) changes dramatically in different practical reaction processes. , Specifically, the particle size demonstrates a pivotal role in regulating the catalytic function of nanosized heterogeneous supported catalysts, and the size-influenced reactions can be attributed to their electronic/geometrical properties. , NCCs, consisting of certain aggregations of metal atoms, can show unanticipated catalytic properties due to various chemical properties, such as structural shell closings, superatom characters, and quantum confinements. , When metal atoms are reduced to single atoms (SACs), they maximize the number of interfacial atoms, allowing all metal atoms to be accessible to reactant molecules as atoms located at corners, edges, and surfaces disappear. ,, Importantly, NCCs/SACs with well-defined surface metal atomic arrangements provide applicable active sites and catalytic reaction platforms for selective hydrogenation of unsaturated aldehydes. ,, However, few studies have explored the relationship between surface atom structure and reaction selectivity in controlling catalytic conversion. This inspires us to investigate the crucial role of the surface atom structure in controlling selectivity in the hydrogenation of unsaturated aldehydes in order to provide guidance for the development of novel NCCs/SACs.…”