“BYE BYE” is the lead single for Kim Gordon’s second solo album, The Collective. The album and single were announced on January 16, 2024. The release of the single was accompanied by a promotional music video directed by Clara Balzary. The single marks a dramatic twist in the discography of Kim Gordon as she experiments with industrial hip-hop. The familiar layers of guitar noise are there, but they’re accompanied by a hard-hitting trap beat.