The snow is expected to intensify during the evening commute.
Gov. Andrew Cuomo declared a state of emergency for the city and warned residents to stay off of the roads.
A winter storm warning remains in effect for the borough through 6 a.m. Thursday.
The borough could see accumulations of 8 inches of snow by the end of the storm.