I think that is true that if $f:\mathbb{R^n} \to \mathbb{R}$ is continuous and $A \subseteq \mathbb{R}^n$ is bounded, then the infimum and the supremum of $f$ on $A$ are finite. I tried to prove it by this: since $A$ is bounded, there exists a ball $B_R(0)$ such that $A \subseteq B_R(0)$. Hence, $\overline{B_{R+1}(0)}$ is a compact set and $f$ is continuous on $\overline{B_{R+1}(0)}$.
So, by the extreme value theorem, there exists max $M$ and min $m$ of $f$ on $\overline{B_{R+1}(0)}$. But since $A \subseteq \overline{B_{R+1}(0)}$, this means that inf and sup of $f$ on $A$ are bounded too b…