I think below about -20F some batteries might have problems working.

I have flown at 0F with no problems. I keep may spare packs in my pockets to keep them warm. I never leave them out in the cold overnight. They are chemical engines and the chemical reactions that produce electricity slow down when they are very cold. So keep them in the house. Keep them warm before you fly them to get the best life and power out of them.