The suspects, who are 17 and 18, face multiple counts of aggravated robbery.
Police say four young men, including two with guns, wore costumes when they crashed the party Saturday night. The father of one of the partygoers, who arrived to pick up his child, was beaten by the suspects and required medical attention.
Police have said most of the partygoers attend Arlington High School.