Not under lock and key, but at least have knowledge of their whereabouts.
Ross had a point with Hulk, though Cap could have easily answered the question with regards to Thor ("Thor is a member of a foreign power who resigned his membership to see to a private matter. His whereabouts are not the concern of the federal government.")