You could get fancy and mill the underside of the cutting board so that it locked into the mill table slots.
Interesting idea. My cardboard hasn't moved. If I was gunna do that I'd take a shortcut and just add a few tabs - one would do since I would contour the end to fit my vise like @Jswain did.