I found the game to be very stable on the regular/average sized maps, but on huge instability creeps in during the late game.
Killing my graphics settings down to low, however, helped greatly. If you're playing with low graphics quality settings and you're still crashing, than you have my sympathy. If not, give it a shot, hopefully that'll fix things for you.