I put clear nail polish, then sprinkle table salt into the wet polish. It gives it a sandpaper-y finish that grips fabric well and keeps my rulers from sliding.
Maybe sprinkling some table salt into the wet rubber cement would reduce the slippery-ness further, and be less permanent than nail polish!