Just the way a hockey skate creates a thin layer of melt due to the weight and pressure of the blade, the weight of snow will melt a layer of your ice even in sub-freezing temperatures. This will at best create a bumpy and uneven surface, and at worst turn your top layer into slush. Get the snow off...