Memory leaks wouldn't stop a reboot and they're usually noticeable before the system crashes. Plus, i don't think they turn it off do they, usually BSOD or reboot.
On the note of the power supply, that's a possibility. Surf, do you know how to get into the BIOs? Press delete while the PC is...