I remember a few of these difficulties being mentioned in Sebastian Thrun's Self-Driving Cars course on Udacity. It's been awhile, but I seem to remember the snow discussion in particular. The problem wasn't just slippery conditions, but the question of how the vehicle can localize itself when the various visual cues that it uses are covered in snow (e.g. road lines).
Pretty interesting stuff.