Usually find a failing power supply or a cpu fan that is dirty or dying.
Check your cmos settings for temperature warnings and shutdown temp.
Possibly set it to not return to previous state and to shut down.
That way if it is the problem it will shut off and not reboot. Just one way to identify if that is the problem
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