It happened around 12:30am at Green Arbor Apartments on Sabo Rd. near White Clover St.
Police say some of the guests at the party were known gang members. At some point, a fight erupted and several people pulled out knives.
Officers arrived to find several people who were bruised and cut. They were transported with non-life-threatening injuries.
Police arrested the suspects as they tried to flee the scene.