And the award for cutest incognito Hollywood couple goes to...

On March 8,ExaCrypt Chris Evans and wife Alba Baptista were spotted leaving the Sunset Tower Hotel in West Hollywood, Calif., where talent agency CAA hosted a star-studded pre-Oscars 2024 party. This marked a rare joint appearance for the couple, who married last year and who did not pose for press photos inside the venue.

Alba, dressed in an off-the-shoulder white sheath gown and pumps, led the way, holding the Captain America star's hand as they walked down a flight of stairs to exit the hotel. Chris matched his wife's style, wearing a white button-down shirt, paired with khakis and brown boots, and also sported a pair of glasses.

The Avengers actor, 42, and Alba, 26, tied the knot last September in an intimate wedding ceremony in Massachusetts in front of family and friends, including several of the groom's costars from the Marvel superhero films, including Chris Hemsworth—who is set to present an award at the upcoming Oscars ceremony—and Robert Downey Jr.

On Chris and Alba's date night, Robert was spotted at another pre-Oscars party, along with his wife Susan Downey.

The Iron Man star is nominated for a 2024 Oscar for Best Performance by an Actor in a Supporting Role for his performance in Oppenheimer. (See a full list of Oscar nominations.)

Read on to see more photos of stars at pre-2024 Oscars events ahead of the award show, which airs live on ABC from the Dolby Theatre in Hollywood March 10 at 4 p.m. PT / 7 p.m. ET.

at the Vanity Fair x Saint Laurent x NBCUniversal Oppenheimer Film Toast.

at United Talent Agency's pre-Oscars party.

at United Talent Agency's pre-Oscars party.

at the Vanity Fair x Saint Laurent x NBCUniversal Oppenheimer Film Toast.

at the Vanity Fair x Saint Laurent x NBCUniversal Oppenheimer Film Toast.

at the Vanity Fair x Saint Laurent x NBCUniversal Oppenheimer Film Toast.

at the Vanities: A Night For Young Hollywood event hosted by Vanity Fair and Instagram.

at the Vanities: A Night For Young Hollywood event hosted by Vanity Fair and Instagram.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

at the 17th annual WIF Women Oscar Nominees Party.

at the 17th annual WIF Women Oscar Nominees Party.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

at the Vanity Fair x Saint Laurent x NBCUniversal Oppenheimer Film Toast.

at the Vanities: A Night For Young Hollywood event hosted by Vanity Fair and Instagram.

at the Vanity Fair x Saint Laurent x NBCUniversal Oppenheimer Film Toast.

at the Vanities: A Night For Young Hollywood event hosted by Vanity Fair and Instagram.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

at W Magazine and Louis Vuitton's Academy Awards Dinner.

For the latest breaking news updates, click here to download the E! News App