Is $x=\infty$ considered or not as a solution to $\exp(-x)=0$ ?
If not, why?
Is $x=\infty$ considered or not as a solution to $\exp(-x)=0$ ?
If not, why?
It is not a solution in the real numbers. ($\infty$ is not a real number.)
It is not a solution in the complex numbers. ($\infty$ is not a complex number.)
It is not a solution in the Riemann sphere $\overline{\mathbb C}$: Yes, $\infty \in \overline{\mathbb C}$, but $\exp(-x)$ has an essential singularity at $x=\infty$.
So it is best just to say $$ \lim_{x\to +\infty} \exp(-x) = 0 $$ and not $\exp(-\infty) = 0$.
An important property of the exponential function is $\exp(z) \ne 0$ for all $z$.