Over thirty years after its initial release, Bowie revived "Can't Help Thinking About Me" during his 1999 Hours Tour. He then re-recorded the song during the sessions for Toy in mid-2000, along with other tracks he wrote and recorded during the mid-1960s. After the project was shelved, the remake remained unreleased until 2021, when Toy was officially issued as part of the Brilliant Adventure (1992–2001) box set. A previously unseen live performance of the song from October 1999 accompanied the release on 19 November 2021.
