Timothée Chalamet and Kylie Jenner Shine at the 2023 Academy Awards

Timothée Chalamet and Kylie Jenner are celebrating the last of awards season in style. The couple, who've been linked since April 2023, have been making the rounds at many shows, including the Golden Globes, the BAFTAs and the Berlin Film Festival. And on March 2, they showed out in style for the Academy Awards, where Chalamet is nominated for Best Actor for A Complete Unknown.

Jenner, 27, wore a skin-baring Miu Miu gown featuring an abs-forward cutout framed with straps that attached her plunging bra top and floor-length skirt. The entire design was decked out in beaded details which complemented her dazzling Lorraine Schwartz jewelry.

Her appearance comes amid the sudden death of her hairstylist and close friend Jesus Guerrero. Jenner's makeup artist Ariel Tejada shared on Instagram that Jenner and her glam team had a "hard" time getting ready ahead of the Oscars.

Chalamet, 29, wore a custom Givenchy butter yellow suit that consisted of a collared button-up shirt, double-breasted blazer and trousers splashed in a bright pastel hue. Black pointed-toe shoes completed the look.

His stylist Taylor McNeill, didn't confirm whether or not Chalamet's concluding awards season look was a tribute to Bob Dylan, whom the actor has been referencing plenty as a nod to his film A Complete Unknown, for which he's nominated Best Actor.

Although Jenner skipped the carpet, the two packed on the PDA inside. Photos of the pair inside the Dolby Theatre showed them getting cozy and kissing, as well as greeting other attendees and taking selfies. In a video shared by The Hollywood Reporter, they can be seen holding hands.

Chalamet is nominated alongside Adrien Brody (The Brutalist), Colman Domingo (Sing Sing), Ralph Fiennes (Conclave) and Sebastian Stan (The Apprentice). This is his second Academy Award appearance following his Best Actor nomination for Call Me By Your Name in 2018, making Chalamet, 29, the youngest two-time Best Actor nominee since James Dean.

In January, a source told PEOPLE that Jenner was "having fun supporting" Chalamet during awards season. Chalamet's mom Nicole Flender joined him for his first Oscar nomination seven years ago and this year at the Screen Actors Guild Awards where he took home the statue.

Chalamet has been making headlines with his Bob Dylan-inspired looks throughout award season. His custom GapStudio outfit for the Academy Awards Nominees dinner in Los Angeles on Feb. 25 was a nod to the iconic singer-songwriter.

At the SAG Awards, Chalamet wore a neon green Chrome Hearts button-up paired with a leather blazer and slim trousers. His stylist Taylor McNeill revealed the connection to Dylan, posting a photo on Instagram of the songwriter dressed at a past appearance in a similar green shirt and black suit.

A Complete Unknown is also nominated up for Best Picture, Best Adapted Screenplay, Best Costume Design and Best Sound.

Chalamet’s costars Monica Barbaro and Edward Norton are each nominated at the Academy Awards for Best Supporting Actress and Actor, and James Mangold earned the nomination for Best Director.

See PEOPLE's full coverage of the 97th annual Academy Awards, hosted by Conan O’Brien and airing on ABC.