"They're together again," a source told the magazine. "They care for each other."
Earlier this month, authorities told Access Hollywood that Brown and a woman, who sources have told Access was Rihanna, were arguing in a car in the Hancock Park area of Los Angeles just after midnight on Sunday February 8.
Brown reportedly stopped the car, he and the woman got out and the argument escalated. A spokesperson for the LAPD previously told Access that the woman suffered visible injuries.
Due to victims' rights, police will not confirm that the woman involved was Rihanna. However, a photograph reportedly of Rihanna, showing the singer bruised and with a bloody nose, leaked onto TMZ's Web site just over a week ago.
According to People's source, the two are staying at a home owned by Sean 'Diddy' Combs.
"While Chris is reflective and saddened about what happened, he is really happy to be with the woman he loves," the source told the mag.
Combs was previously asked about the alleged Brown / Rihanna altercation and told USA Today, "no comment," earlier this month.
Brown was booked for making criminal threats by LAPD following the February 8 incident.
Reps for Brown, Rihanna and Diddy were not immediately available for comment when contacted by Access.
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