The two were first linked when they enjoyed a cozy dinner in Montreal this past July, and most recently, photos surfaced of them kissing and cuddling aboard Katy’s yacht off the coast of Santa Barbara. Reports say they’ve been quietly connecting despite both having recently ended long-term relationships—Katy with Orlando Bloom and Justin from his marriage to Sophie Grégoire Trudeau.