Tried a quick search- no luck: Does weight of wheels really make much of a difference?

Actually, I think the REAL question is, "can you substantially improve" the situation? And I would guess "no." Not unless you are willing to spend lots of money on specialized lightweight wheels, and they might compromise strength.

But yeh, "lighter is better"