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Hydrous ruthenium oxide (RuO₂)/graphene sheet composites (ROGSCs) with different loadings of Ru are prepared by combining sol–gel and low‐temperature annealing processes. The graphene sheets (GSs) are well‐separated by fine RuO₂ particles (5–20 nm) and, simultaneously, the RuO₂ particles are anchored by the richly oxygen‐containing functional groups of reduced, chemically exfoliated GSs onto their surface. Benefits from the combined advantages of GSs and RuO₂ in such a unique structure are that the ROGSC‐based supercapacitors exhibit high specific capacitance (∼570 F g⁻¹ for 38.3 wt% Ru loading), enhanced rate capability, excellent electrochemical stability (∼97.9% retention after 1000 cycles), and high energy density (20.1 Wh kg⁻¹) at low operation rate (100 mA g⁻¹) or high power density (10000 W kg⁻¹) at a reasonable energy density (4.3 Wh kg⁻¹). Interestingly, the total specific …