Is a driver who rear ended another vehicle liable if the victim left the scene then returned later saying there is damage?

Well, the driver who hit the other vehicle would still be liable, but it would be a matter for insurance to pursue, not the police, since the 2nd driver left the scene. Certainly, leaving the scene creates a window of doubt with regard to the damage, but it's not really enough to get the at-fault driver off the hook.