In general, we have for a Hamiltonian flow $H$ of some "time" parameter $t$, the following relation for any function $f=f(q,p;t)$ of the phase-space generalized position ($q$) and conjugate momentum ($p$),
$$ \frac{df}{dt}=\frac{\partial f}{\partial t}+\{f,H\}, $$
where $\{\cdot,\cdot\}$ denotes Poisson's bracket on these canonical variables.
So, only if the function $f$ is explicitly independent of $t$ (meaning $\frac{\partial f}{\partial t}=0$), will we get a time derivative completely described by the Poisson bracket; i.e. we get
$$ \frac{df}{dt}=\{f,H\}. $$
If we now choose such $f$ to be one of our canonical variables themselves, $q$ or $p$, I have seen in some discussions [e.g. see eq.(2) in this paper] that it is postulated immediately (without much explanation) that $q$ and $p$ evolve as
$$ \frac{dq}{dt}=\{q,H\} , \ \ \ \frac{dp}{dt}=\{p,H\},$$
which must imply that $q,p$ are considered not explicitly dependent on the parameter $t$.
Why is that true? And is this general or only limited to particular Hamiltonian system types? (an example that comes to mind is that in the Angle-Action variables, we have the form $q=q_{0}+\omega t$, which is explicit in $t$, etc.)
Any elaboration on this would be appreciated.