The Amateur Astronomers Association of New York sets up their telescopes just west of the oval, at the far west end of Borden Avenue, starting around sunset.
For more information: http://www.aaa.org/observing/hunters-point-park/
Note: Stargazing is dependent on westher/cloudcover