No. It is no different than a dirt bike for access.
Unless something has changed recently, they are classified as motorized vehicles and follow the same rules as those.
Google USFS battery bikes, or usfs e-bike policy or something to the likes of that and you can find the official policies of the USFS and DNR lands.