Rooney Mara and Joaquin Phoenix Us Weekly confirms that the couple of three years is engaged. Rooney and Joaquin first met in 2016 on the set of the film Mary Magdalene and made their debut as a couple at the Cannes Film Festival in May 2017. Image Source: Getty / Tullio M. Puglia