I've seen bass chase them in shallow water around the Ditch. I've also found baby ones in the stomach of bass that I've gutted. Never seen them beached, though.
I haven't seen scup chased on the beach, but I have gone to one of my spots and found fresh scup on the beach which I suspect were chased onto it, because no one fishes for scup in NJ off the beach in that area.