Question: can gpu cause random restarts?
Answer: Random restarts can also be due to bad RAM, bad motherboards, overheating CPUs and GPUs. A bad GPU typically results in either freezing, black screen (no display whatsoever) or graphical display anomalies. A bad PSU is typically dead and has no power but I have seen them cause random restarts.