Chris Brown -- Accused of Punching Woman ... Vegas Cops Investigate

Chris Brown is at the center of a battery investigation after a woman claims the singer punched her in the face.  The victim tells us she was at a private party in Brown's suite at the Palms Hotel in Vegas early Saturday morning. She says was…