Check your logs do you see any errors related to the reboot?
Same problem here, I can't leave it doing anything as it just reboots. Only started happening since update to 8.1
Did you update drivers? Both my computers had a round of driver updates released about a week ago specifically for 8.1. I have a feeling most of them weren't really huge changes, but it probably wouldnt hurt to update if you havent yet.