Lol, yeah the reg will weigh the same, but a bottle filled with 1500psi of additional compressed air will weigh more would it not? How much more and whether it would be noticeable perhaps another question.
Well, put it another way, the bottle will only take 3000psi. I guess if you change the reg then you have a 4500 psi bottle, bargain!