I can't see too many ways in which they could go wrong. I know Pulse uses his HDJ-2000s when skiing or snow-shoeing in the chilly Vancouver winters and I've used mine in -25 to -30 C only two weeks ago without incident.
If you want to be cautious, let the headphones acclimatise to the heat indoors when you come back in before using them again.