i believe the BLM resticts animals from some of the very remote backcountry.. i've seen a few trail descriptions that pointed that out. i'd say in the very least a leash is a good idea.
DO NOT bring your dog if you are going into either Arches or CanyonLands. If you are on a dirt road in the park animals are not allowed with you...even in your vehicle.