Treat them much the same as grass. If you actively manage your compost you will find the citrus goes quite mushy and may need dry material added to it. It does heat up quite nicely in a large balanced compost pile. If you just chuck things in and leave them to break down thats ok too. The citrus will be gone in much the same time as grass.
rob