Make sure your baby wipes are alcohol free, otherwise they might damage the mats adhesive. To clean the dirty cutting mat, use a baby wipe, and wipe the mat in a circular motion, until the entire surface is clean.
Let the mat dry, and then be sure to add the protective cover to keep it clean.