I did the exact same thing... Then another person here pointed out that the box already has the numbers printed on it.I don't see what good keeping it on does. I took it off the second the phone came out of the box.
Don't throw it out though; I placed it in the box just in case I need to refer back to it in the future.
I belive the Serial Number is also under "About" in the Settings on the phone itself.