The 26-year-old singer is smitten with the 28-year-old model and actress, who has three-year-old son Sire with the 50 Cent, reported E! Online.
"They really like each other. It's still new but they are exclusive and really like being around each other. It's a very carefree easy going relationship."
The "Wiggle" hitmaker fuelled dating rumours after he shared a recent photograph of him on Instagram with his arm around Joy while partying in London, with the caption: "#FlashBackFriday #London #GoodTimes @daphnejoy"
Derulo split from Jordin Sparks in September 2014 after three years together.
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