Sacha Baron Cohen and Isla Fisher Dazzle at the 2021 Oscars as They Celebrate from Sydney

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Sacha Baron Cohen and wife Isla Fisher kept it classic for the 93rd Academy Awards!

The couple virtually attended Sunday's festivities from Sydney, Australia, beaming in to the ceremony in front of the city's iconic harbor during the early morning hours.

For his Oscars look, the actor sported a handmade mocha suit from Ralph Lauren Purple Label, finishing off the look with a brown silk satin bow tie and linen slippers.

Fisher, 45, was by his side in a black Dior gown with a fitted bodice and a V-shaped neckline.

The actress, who was styled by Micah Shifman, kept her jewelry simple with a chunky diamond choker and matching earrings from Bulgari. Her loose curls and pop of red lip color rounded out the look.

Listen below to the episode of our daily podcast PEOPLE Every Day for more on the 2021 Oscars.

Baron Cohen, 49, is vying for two golden statuettes Sunday night — Best Supporting Actor for The Trial of the Chicago 7 and Best Adapted Screenplay for Borat Subsequent Moviefilm.

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The couple has remained by each other's sides throughout the award season, including last month when Baron Cohen accepted two Golden Globes for Borat 2. Talking to reporters after his wins, he opened up about the support Fisher gives him.

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"It's impossible to make a movie like this without having an incredibly supporting spouse," Baron Cohen said. "You know, I went and made two movies in the last 12 months: [The Trial of the] Chicago Seven and Borat 2. And these aren't normal shoot days; you're calling up sometimes at the end of the day and just saying, 'I was lucky to make it out in one piece today,' so you need a very, very understanding wife. And I'm very lucky to have it."

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During the Golden Globes, he also gave a heartfelt acknowledgement to his wife while accepting the best picture, comedy award.

"Thank you to my incredibly patient wife Isla, who has put up with all my madness."

Fisher and Baron Cohen first started dating in 2002 and have been married since 2010. They share daughters Olive and Elula, and son Montgomery.

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In October, Fisher shared an adorable throwback photo of the couple as she wished her husband a happy birthday.

"Happy Birthday boo 🎂. You have had an amazing year as an activist, actor, father and husband," Fisher wrote in the caption. "Thank you for trying as hard as you can to make the world a better place 💕❤️."

The 93rd Academy Awards are airing live on Sunday, April 25 at 8 p.m. ET/5 p.m. PT on ABC.