Amid rumors of a romance, the musicians were pictured leaving the Electric Lady Studios in Greenwich Village after a recording session on Monday evening.
Swift, 33, flashed a smile as she exited the studios wearing a purple NYU sweater, black mini skirt and beige sneakers, while The 1975 star, 34, dressed casually in a black sweater and pants as he appeared to place a hand on his rumored love interest’s back.
Photos posted to social media showed Swift and Healy holding hands at the members-only venue, with Antonoff pictured in the foreground.
Healy also attended all three of Swift’s Nashville shows for her Eras Tour earlier this month.
After performing a show in Manila, Philippines on May 4 with his band, Healy flew to Nashville for her three-date tour stop at the Nissan Stadium.
He also appeared onstage, joining opening act Phoebe Bridgers on guitar, and later mingled in the VIP area with Swift’s close friends, including Gigi Hadid and Lily Aldridge. Healy then attended Swift’s show at the Lincoln Financial Field in Philadelphia over the weekend and was spotted spending time with her father Scott in the VIP area
A source recently told PEOPLE, “Taylor is happy. She’s very focused on her tourbut is enjoying hanging out with Matty when she is off.”
Another insider added, “They’re hanging out and having a good time. It’s not just platonic.”
Reps for Swift and Healy’s band have not responded to multiple requests for comment by PEOPLE.
The singers first sparked dating rumors back in 2014, though Healy denied the speculation months later, calling it “all fake.”
Two years later he addressed the rumors again in an interview with Q magazine, acknowledging he and Swift had a “flirtation.”
In January, Swift made a surprise appearance at The 1975’s first of two concertsat London’s O2 Arena. The star walked onstage during a break in the set to perform her track “Anti-Hero” and a cover of The 1975’s “The City.”
Whilst backstage at the show, Swift posed for a picture with Healy’s mum, British actress and TV personality Denise Welch. Welch shared the snapshot on her Twitter with the caption, “Taylor with the Welch’s 👍 👍.”
The new romance — first reported by The Sun— comes after PEOPLE confirmed Swift’s breakup from actor Joe Alwyn after six years together. Healy previously dated FKA twigs for three years before they split in 2022.
Taylor Swift and Matty Healy Leave Recording Studio in Greenwich Village. Taylor Swift and Matty Healy Leave Recording Studio in Greenwich Village