Pandora is great because the sounds quality is a little better than Slacker and if you have been using Pandora for a while on a PC, you can access your previously generated station.
Slacker is great because it has a good selection, artist information, and you can cache stations over USB so that if you are in a low signal area (like me at work) you can still get your fix.