Whether the police WILL go looking for you is unknown. They CAN go looking for you and they can drag your underaged ass back home, what's more. Until you are 18, and not one minute before, you cannot legally leave home without either the permission of your parents or being removed by the state. And if you are removed by the state, you will not be living with your out of state girlfriend, I promise you that.