They were spotted passionately locking lips during a night out in New York earlier this week.
And Scarlett Johansson is said to have celebrated her 33rd birthday with love interest Colin Jost.
The Avengers actress, 33, was seen enjoying a romantic dinner for two with the comedian at the Tavern in East Hampton, New York on Tuesday, according to Page Six.
