“…In the traditional hydrodesulfurization (HDS) procedure, harsh operation conditions are required to achieve satisfied removal efficiency of ASCs (e.g., high temperature and hydrogen pressure). − Adsorptive desulfurization and extractive desulfurization pathways toward ASC removal have encountered the issues of low efficiency and tedious operation. Comparatively, cost-effective and energy-efficient ASC removal via ODS could be achieved by adapting nanocatalysts with good performance under mild conditions. ,, Besides the oxidative catalytic activity of the metal cores, nanocatalyst skeletons capable of adsorbing the as-generated products are preferred to afford high-quality fuels without further purification. , Polyoxometalates and supported noble metal species/NPs are the most widely deployed catalysts in ODS, but their applications are still limited by the complicated synthesis procedure, inferior intrinsic catalytic activity/stability, and tedious catalyst separation. , As a new frontier in heterogeneous catalysis, single-atom catalysts (SACs) are known to possess unparalleled merits in precious metal thrift, atom economy, and active site homogeneity and exhibit improved catalytic activity and task-specific selectivity in thermo-/photo-/electrocatalysis compared with the counterparts possessing large particle sizes. ,,− For example, carbon nitride-supported cobalt single atoms (SAs) performed well in ethylbenzene oxidation under air atmosphere, while the supported cobalt NPs are inert . In the field of ODS, there are only few studies focusing on the SAC-promoted procedures.…”