Serfas Seca RS. My first set got me 4000+ miles without a flat.

Cheap - check
Moderate weight - check
Durable - check

I train and race on them. IMO it's the best bang for the buck Other tires I've used for comparison: GP4000, Ultremo, Continental Race, Gatorskins.