Lyapunov functions with tracking?

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Lyapunov functions are used to investigate stability of an eqilibrium (often the control reference $r(t) = 0$)... but what happens if tracking control is considered (i.e. $r(t)$ is non constant but a function of time)?

How would I treat the reference signal when checking whether $\dot{V} \leq 0$?