I painted mine semi-gloss white and would do it again. It's a good compromise of wipe-ability and hide the crappy taping/sanding job. Gloss will definitely clean up easier but will show every imperfection in the finish (if that type of thing bothers you at all, it does me).
I just went to the Depot and asked for a good durable paint, can't remember what they gave me.