Though Drake denied taking part in the scuffle, various reports said the two musicians fought over Rihanna.
Now that Rihanna's on again-off again relationship with Brown is once again over, she seems to be rekindling her romance with the 26-year-old Canadian rapper.
The two were spotted dining at New York City restaurant Sons of Essex on Friday, though witnesses said the pair appeared "very casual" and avoided getting too close to one another.
"They sat in a back room, the lights were dimmed, and there was sort of a barricade of tables blocking their group off," a witness told E! News.
Big personal milestone: Drake's bodyguard just kicked me out of my seat at Sons of Essex. Apparently Rihanna was feeling the kid's vibe.— Paul Szurek (@pabloszurek) August 24, 2013