Joe Jonas appears to have a new woman in his life after enjoying a New York City bicycle ride with model and blogger Eileen Kelly.

The Cake by the Ocean singer was photographed cycling around Manhattan with a mystery blonde on Tuesday (31May16), and now she has been identified as pretty 20-year-old social media star Eileen.

Joe, 26, took to Instagram.com to document his day out and about, but noticeably did not include any snaps with Eileen, suggesting he is keen to keep their budding relationship out of the spotlight for the time being.

However, one of the pictures he did share was rather telling - it featured the pop star with rapper Riff Raff, as they posed outside the offices of VFiles, the modeling agency Eileen is signed to.

The other image showcased his bicycle, secured to a bike rack, as he sat on a bench with a male friend in the background.

"My homie and my baby (my bike)," Joe captioned the shot, making it clear he was referring to his set of wheels.

The DNCE frontman has yet to comment on reports of his new romance, but he is no stranger to the spotlight when it comes to relationships. He previously dated stars like Ashley Greene, Camilla Belle, Demi Lovato, and Taylor Swift, while his most recent high-profile romance, with model Gigi Hadid, ended in October (15).

Gigi has since moved on to date singer Zayn Malik - and it appears their romance is going from strength to strength after the former One Direction star cooked a traditional Indian curry for his girl.

The 21-year-old took to SnapChat over the weekend (28-29May16) to share a photo of a chicken curry, naan bread and sliced cucumbers, and praised her man's kitchen skills in the accompanying caption.

"When you find one that can cook," she wrote beside the image, adding a smiley face emoji with heart eyes.