Officers were called to the PATCO train around 2:45 a.m. in Philadelphia.
Four women told police they were attacked by a man and a woman on the platform.
Two of the women injured were taken by ambulance to Jefferson Hospital.
The accused couple was found nearby and taken into custody.
Philadelphia police are sorting out the details.