Rihanna and Chris Brown have reunited, according to PEOPLE.

The hip-pop couple are reportedly back together almost three weeks after Brown allegedly assaulted the Barbados singer in Los Angeles on Feb. 8.

“They’re together again. They care for each other,” a source tells PEOPLE. The young stars are spending time together at one of Diddy’s homes.

“While Chris is reflective and saddened about what happened, he is really happy to be with the woman he loves,” says an insider.

The 19-year-old R&B heartthrob called Rihanna on her 21st birthday last week. “He called to wish her happy birthday. They’ve reached out to each other. It’s been mutual,” adds the source.

A photo of a beaten Rihanna surfaced late last week. The LAPD has yet to file any charges against Brown.