Labelling CD-Rs

I just bought a CD burner (Pioneer PDR-05). The instructions for the audio CD-Rs say to label with a water-based marker only, and DO NOT apply adhesive labels. The water-based markers I tried just sit on top of the plastic and wipe right off. Anyone have a specific suggestion?