Taylor SwiftandMatty Healyare continuing to spend time together.

The fledgling couple was spotted engaging in some PDA at the members-only venue Zero Bond in downtown New York City on Wednesday, an onlooker tells PEOPLE.

On her day off from tour, Swift, 33, and Healy, 34, spent time with a group of pals, includingZoë Kravitz,Margaret Qualleyand her fiancé,Jack Antonoff— one of Swift’s longtime collaborators. “Taylor and Matty were kissing,” adds the source.

Reps for Swift and Healy’s band The 1975 have not responded to PEOPLE’s requests for comment.

Earlier on Wednesday,Swift announced the upcoming releaseofMidnights (Til Dawn Edition), which will include an extended version of her ballad “Snow on the Beach” with Lana Del Rey and a remix of “Karma” with Ice Spice. A brand new song, “You’re Losing Me,” will also be featured on the album.

Taylor Swift; Matty Healy.Getty (2)

Taylor Swift; Matt Healy

Swift and Healy’s latest outing comes after the pair werephotographed leaving the Electric Lady Studiosin Greenwich Village on May 15.

Swift and Healy were alsospotted hanging out with Antonoffearlier this month at Casa Cipriani in New York City. Photos posted to social media showed the duo holding hands at the members-only venue.

A source told PEOPLE at the time, “Taylor is happy. She’s veryfocused 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.”

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Taylor Swift; Matty Healy.Taylor Hill/FilmMagic, Samir Hussein/WireImage

Taylor Swift, Matthew Healy

Taylor Hill/FilmMagic, Samir Hussein/WireImage

Healy has been a regular presence at Swift’s Eras Tour, having attended all three of her Nashville shows earlier this month.

During a show in Foxborough, Massachusetts, last week, Swift said she’s “never been this happy,” during a candid moment with her fans.

Taking a moment before performingMidnightstrack “Question…?”, Swift told the crowd at the Gillette Stadium, “I’ve just never been this happy in my life in all aspects of my life ever. And I just want to thank you for being a part of that.”

“It’s not just a tour, I just sort of feel like my life finally feels like it makes sense,” she continued. “So I thought I’d play this song, which brings me a lot of happy memories.”

source: people.com