Brad Pitt and Marion Cotillard were spotted on the London set of their new film together, Five Seconds of Silence, on Thursday.

Brad Pitt, Marion Cotillard On Set

Pitt, 52, was captured on set carrying a baby as Cotillard, 40, walked at his side. For the World War II period drama, Pitt was dressed in an outfit typical of the times, including wide-legged trousers, a brown suede jacket and hat. As for Cotillard, she donned a long tan coat, silk scarf and plum-colored beret. The baby, meanwhile, was bundled up in pink.

In Paramount and New Regency’s Five Seconds of Silence, Pitt stars as assassin Max Vatan, who falls in love with fellow assassin Marianne Beausejour (Cotillard) on a mission to kill a German ambassador in Casablanca in 1941. The two ultimately marry and start a family – but Max soon learns that Marianne is likely a Nazi spy.

Five Seconds of Silence is being directed by Robert Zemeckis (Flight, Castaway) from an original script penned by Steven Knight (Eastern Promises). In addition to Pitt and Cotillard, the film stars Masters of Sex’Lizzy Caplan and Jared Harris, who played Lane Pryce on Mad Men.

Five Seconds of Silence is slated to hit theaters Nov. 23.