Crash into black screen after a few minutes of play

After a few minutes (between 1 minute to 30 minutes) of playing the game crashes, and my screen turns black for a few seconds before recovering. It does feel like a gpu driver crash. I tried reinstalling, verifying the files etc.. but nothing seems to resolve the issue.