The modeling here demonstrates that aero is much more important than wheel weight, even riding uphill at 17mph.
http://www.biketechreview.com/archive/wheel_theory.htm
There are some other articles on that site that show lightweight wheels start to make sense when the hill is really steep (around 15% gradient), but it depends somewhat on how fast you can travel uphill as well.