Hi Cool Pool
Batteries of all kinds are affected by the cold. But take it from someone who does fly in the cold (so far this year as low as +5 degrees F). The amount the cold degades your batteries is prportionate with how fast your hands get cold. I do keep battery packs warm in a car or pocket until just before flight. Good luck and try to stay warm.
OEMFlyer