Pretty sure you have to have one..have seen LEs come on a boat ramp, and write tickets..they don't cost much.
I live in Tennessee and was told by the Mississippi Highway Patrol that if you live in Mississippi you are required to have a trailer tag. If you live in a state that doesn't require a trailer tag then you are not required to have one in Mississippi.