How does Buddhism deal with psychopaths & serial killer

What do the suttas say about such people? Surely they're acting on their ignorance (dependent origination), but can't they make use of restraint/self control? Is there no penalization in such cases according to the Dhamma? If murderers show no regret, then they aren't even born in hell right now.