Tested as well. Bookmarks do not show up there at all though. Does not make a difference if you change the owner or not. If you publish even for the first time, including the doc bookmarks, they don't show.
Don't remember about the situation in the earlier versions but this may be by design as I can see only sheets and stories under App Objects. It implies that the bookmarks and other objects (like charts etc) are treated differently.