Police say the 49-year-old victim was pushed onto the northbound track of the F line inside the 2nd Avenue station in the East Village at around 9 p.m.
No train was approaching the station at the time of the incident.
The woman was taken to Bellevue Hospital with a laceration to her head.
The suspect, said to be in his 20s wearing all black, fled the scene.