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The 7" edit of "Backfired" appears on the Chrysalis Records/EMI compilation Most of All - The Best of Deborah Harry. A remix of the track by Bruce Forrest and Frank Heller was included on the 1988 Blondie/Debbie Harry remix compilation Once More into the Bleach. The original extended 12" mix from 1981 appears as a bonus track on both the 1994 and 2005 CD re-issues of the album Koo Koo.
The Stock Aitken Waterman version of "In Love With Love" appears in its edited 7" form on Chrysalis Records/EMI's 1999 compilation Most of All - The Best of Deborah Harry.