Well, it is not necessary as by making compsoite the surface area of rGO can decrease which will decrease the charge storing capacity and hence energy storage properties. Also, by adding metal oxides, the resistance of the composite system can increase which can be observed by impedence spectroscopy (Nyquist Plots).
It depends,from an energy perspective, diferrent shape, morphology, size, defects will affect the composite's energy level, resulting a varying performance as compared to single metal oxide or rGO.