Think if you get caught bringing fireworks across state lines into NY you'll get a slap on the wrist? Maybe. Or, maybe you'll be hit with a misdemeanor or felony.
New Jersey law permits the use of hand-held or ground-based sparkling devices, along with smoke devices and noisemakers, but aerial devices are prohibited.