One of the victims, a woman, was stabbed in the abdomen.
Eyewitness News is told both were rushed to Southside Hospital in Bay Shore with non-life threatening injuries.
No arrests were immediately made. The motive for the stabbing is under investigation.
The Islip station is on the LIRR's Montauk Branch.