Wikipedia has a pretty good explanation to your question how the memristor completes the quartet of inductor, capacitor and resistor among the differentials I, V, Φ, and q.
A (fixed) capacitor has a constant capacitance C just like a fixed memristor has a constant memristance M. Both M and C can be used in differential equations involving charge.