Yes, unfortunately they do tend to die off over winter, from about now on. I think it gets too cold for them.
I heard there's only capacity for about half the bees to stay in the hive at any one time, and they'll tend to huddle up tight together to keep warm. I guess if you're not one of the ones that fits inside, then that's you. It's a shame