The right thing to do is to

File 1040x for your 2003 return. But since you have"catch me if you can" attitute. I don't think you are decent enough to do the right thing.
BTW, It is never IRS's responsibility to teach you how to file your tax return. It is your responsibility.
I kind of agree with single cat, your logic is if you are not caught, your are right.