What are those track shorts used by sprinters called?

Bike Shorts. That's usually what I see them called when I buy them. Bike shorts come in several lengths, from shorter than mid-thigh to mid-thigh, to above the knee or even to the ankle (like Nike Running Tights). Nike has Tight Running Shorts, which are basically the same as bike shorts.