Electric Bicycles are, but electric assists are not. The distinction is fine but present.
Whether a cop will care if he sees you throttling without pedalling is unknown.
That article seems to think the federal statute supersedes the state/local. It is the other way around. If a locality wants to regulate the use of these more stringently than the federal regulation then they may do so.
