Buttons can be styled in the very same way in which any other element is styled.
We can choose between the usual swatches (A, B, C, D, and E) and their combinations. In the jQuery Mobile documentation, we can find a couple of informative images that help in understanding how buttons, button icons, and text look when a certain theme is applied:
