updated 11/07/2013 AT 3:00 PM ET
•originally published 11/07/2013 AT 3:30 PM ET
Is it just us, or would these two make an awfully cute couple – onscreen or off?
The stars, perhaps best known for their romantic starring roles in Silver Linings Playbook and The Notebook, are teaming up in an as-yet-untitled Cameron Crowe movie about an unlikely love story.
Cooper was recently photographed with another beautiful costar (and a very different hairdo) on the set of American Hustle.
This isn’t the first time that Cooper and McAdams have shared the screen … both had roles in the 2005 hit Wedding Crashers.