Difference between a 17" and 18" alloy wheel of the same model is about 1 or 2 lbs less. Add the extra rubber and air and you are right back to the same weight.
This article was in Sport Compact Car and was run to clear up this life long myth...
I'll find the magazine tonight so you non-believers can reference it