February 28, 2016 09:55 AM

Looks like Liam Payne and X-Factor judge Cheryl Fernandez-Versini are making it Instagram official.

The couple – whose relationship PEOPLE confirmed on Saturday – have been dating since late 2015, according to The Sun.

Over the weekend, Payne, 22, changed his Instagram profile picture … to one of him and Fernandez-Versini, 32, snuggled together for the camera, Payne seemingly shirtless.

Cheryl Fernandez-Versini and Liam Payne
Source: Liam Payne/Instagram;FameFlynet

And on Feb. 27, Payne shared this effusive, if cryptic, tweet, his first in a month: a pair of loved-up emojis.

And on Tuesday, Payne shared a solo shot of his new love for International Women’s Day, captioning it, “Happy #internationalwomensday to my favourite woman in the world hope I make you as happy as u make me X”

The One Direction-er and Fernandez-Versini met in 2010, when he appeared on X Factor as a competitor along with his future bandmates; and the two stayed in touch after she signed with 1D’s management company.

Payne split from longtime girlfriend Sophia Smith in October, while Fernandez-Versini is in the middle of a divorce from husband Jean-Bernard.

Cheryl Fernandez-Versini and Liam Payne
GVK/Bauer-Griffin/GC Images;Brian Rasic/WireImage

Both are now enjoying their compatibility, a Fernandez-Versini source told PEOPLE.

The relationship has “been going on for a while,” the source said. “Both are very similar and happy.”

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