Joaquin Phoenix and Rooney Mara have reportedly 'found love' with one another

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Joaquin Phoenix and Rooney Mara are reportedly an item after "they found love on the set" of their upcoming film "Mary Magdalene," Page Six reports.

The pair, who have also starred together in "Her" and the upcoming "Don't Worry, He Won't Get Far on Foot," have allegedly been "holed up together in the desert" for a while.

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They're apparently so infatuated with one another that they even skipped last week's Golden Globes in Beverly Hills, where Mara's film "Lion" was nominated for four awards.

See photos of the pair together:

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Joaquin Phoenix and Rooney Mara out and about
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Joaquin Phoenix and Rooney Mara out and about
Spike Jones, Rooney Mara and Joaquin Phoenix attend the photocall of movie Her, presented in compettion at the 8th International Rome Film Festival. (Photo by Alessandra Benedetti/Corbis via Getty Images)
ROME, ITALY - NOVEMBER 10: (L-R) Actor Joaquin Phoenix and actress Rooney Mara attend the 'Her' Photocall during the 8th Rome Film Festival at the Auditorium Parco Della Musica on November 10, 2013 in Rome, Italy. (Photo by Elisabetta A. Villa/WireImage)
ROME, ITALY - NOVEMBER 10: (L-R) Actress Rooney Mara, director Spike Jonze and actors Joaquin Phoenix and Scarlett Johansson attend 'Her' Premiere during The 8th Rome Film Festival at Auditorium Parco Della Musica on November 10, 2013 in Rome, Italy. (Photo by Vittorio Zunino Celotto/Getty Images)
ROME, ITALY - NOVEMBER 10: (L-R) Director Spike Jonze, actors Rooney Mara and Joaquin Phoenix speak at the 'Her' Press Conference during the 8th Rome Film Festival at the Auditorium Parco Della Musica on November 10, 2013 in Rome, Italy. (Photo by Ernesto Ruscio/Getty Images)
ROME, ITALY - NOVEMBER 10: (L-R) Director Spike Jonze, actors Rooney Mara and Joaquin Phoenix speak at the 'Her' Press Conference during the 8th Rome Film Festival at the Auditorium Parco Della Musica on November 10, 2013 in Rome, Italy. (Photo by Ernesto Ruscio/Getty Images)
Rooney Mara, Joaquin Phoenix, Amy Adams, Olivia Wilde and Spike Jonze attend the 'Her: A Spike Jonze Love Story' film screening during the 51st New York Film Festival at Alice Tully Hall in Lincoln Center in New York City. ?? LAN (Photo by Lars Niki/Corbis via Getty Images)
NEW YORK, NY - OCTOBER 12: Actors Rooney Mara and Joaquin Phoenix attend the Closing Night Gala Presentation Of 'Her' during the 51st New York Film Festival at Alice Tully Hall at Lincoln Center on October 12, 2013 in New York City. (Photo by Gilbert Carrasquillo/FilmMagic)
NEW YORK, NY - OCTOBER 12: Actors Rooney Mara, Joaquin Phoenix, and Amy Adams attend the Closing Night Gala Presentation Of 'Her' during the 51st New York Film Festival at Alice Tully Hall at Lincoln Center on October 12, 2013 in New York City. (Photo by Mireya Acierto/Getty Images)
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The site also notes that Phoenix and Mara were photographed hanging out more than a few times off set during filming last year in southern Italy. Phoenix's rep denied the rumors and said they're "just good friends."

The "Girl With The Dragon Tattoo" actress has been in a six-year relationship with Charlie McDowell, but the couple hasn't been publicly seen together since the summer.

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