The "Daisies" hitmaker and Rhode cofounder locked lips in a viral picture as the pair brush off marriage rumors, also a theme on his new album "Swag."

Justin Bieber recently marked the release of his latest studio album, Swag, which Hailey reportedly helped inspire from a creative standpoint. A listening party for the album – which is Justin’s seventh – was held this past Friday at The Bird Streets Club in West Hollywood.

Hailey and Justin Bieber were photographed leaving an event celebrating his album 'Swag' days after she opened up about their "crazy life" navigating divorce rumors and other relationship speculations.