Let $G$ be a $d$-regular graph of exponential growth. By exponential growth I mean that $$ \liminf_{r \to \infty} | B(o, r)|^{1/r} >1. $$ Here $B(o,r)$ is the ball of radius $r$ centered at a given vertex $v$ of $G$.
My question is the following: is it true that the SRW on $G$ is transient? One can see that this holds in the special case that $G$ the Cayley graph of a group.
I am mostly interested in a positive answer, so even if the statement is false at this level of generality, I would be interested in special cases (more general than that of groups) in which such a statement holds. Any counter-example to the general case would also be appreciated.