Look in the "Purchased" section of your library on the Kobo site for ePUB versions of books that have them. You will see a button "Adobe DRM ePUB". I have not bought from other Kobo affiliated stores so I don't know if the same is true there.
Can't seem to locate any purchased section? Any clues!