Contrary to what I learned early in my baking journey, you don't need to fill the empty muffin cups with water in the oven. According to Cook's Illustrated, this doesn't affect the cupcakes. And if you have a quality muffin tin, the tin won't warp by being in the oven without anything in some of the cups.