No, I believe they close at dusk.
Try the Ramapo Mountain Reserve. I believe they have an access point at the top of Skyline Drive that is much quieter, darker and clearer.
You definitely can but there are better locations to view stars with less light pollution and get better results. Way to close to NYC. I also don't think visitors are allowed after sunset...
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