Yes this is a common problem with everybody that has been crashing in the game, Windows is using more total RAM than you physically have, so the game crashes.
I would recommend doing a Disk Cleanup, cleaning your temp folder (%temp%) and restarting your PC if you feel the game starting to lag.
There are known memory issues in the game and these are a few things you can do to be able to play until they fix it.