As per your report, if it reboots in bios screen, then possibility are RAM and PSU, you tried with both ram and PSU different combo, then it may be Motherboard, very low chances of CPU problem. Only test is to check the cpu with different motherboard and motherboard with other cpu, for final conclusion.
Note : My experience may times I found Generic PSU problem.