The 20-year-old Heartbreaker singer is rumoured to be dating the 18-year-old model.
And on Wednesday Justin fueled speculation by posting a picture of them together on Instagram.
'#happynewyear,' he wrote in the image caption.
The selfie, which sees Justin with his tongue out and Hailey sat beside him giving the camera a sultry look, appears to have been taken on a golf cart.
In December, Justin took to Instagram to dismiss rumours he and Hailey are in a romantic relationship.
Uploading a photo of them sitting in a car together and smiling, Justin used the caption to make his point clear.
'People are crazy. I'm super single and this is my good friend u would know otherwise (sic),' he wrote.
Taking to her own Twitter account following Justin's post, Hailey added her view on the matter.
'hope that clarifies everything for everyone:) rumours are silly! (sic)' she wrote.
Selena Gomez recently released The Heart Wants What It Wants, a single about the end of her tumultuous three-year relationship with ex-boyfriend Justin.
It's claimed the All That Matters crooner is also recovering from their breakup and is hoping they'll get back together.
'Justin has Hailey; he has all the girls he brings to his home, so when it comes to hooking up that is not a problem. And that will continue, but he wants Selena,' a source told gossip website Hollywood Life.
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