Make sure that you're selecting the ASIO driver in the top drop-down box, then your device's specific drivers in the next drop-down box in the Reaper audio devices menu.
If they're still not showing up, make sure that the device is powered up, plugged in, and shows that a USB connection is established with the computer (should be some sort of USB indicator light on the UR12).