The later song that I know from the radio is Head's in Mississippi. I also know Double Back from Back to the Future III. Those are both of the next album after Afterburner, 1990s recycler.
I saw them live in 2006 or 2007. The only post-Afterburner song they played was Pincushion from 1994's Antenna. Setlist.com says that's one of their most played songs, but I didn't recognize is and only got the name from online setlists.