Rabbits never messed much with our potatoes; they went more for other things (chard!). If that's all you've got, though, it may look good to them. That being said, I haven't grown in raised boxes, either.
Good luck with however you do it. We're growing potatoes at our new place and hopefully the rabbits won't be any more of a problem than they already are!