The chopper went down Tuesday night during a training mission.
It was first reported that one crew member was rescued.
But officials now say that person is dead.
Crews spent the night searching in the darkness for the three Coast Guard members who are still missing.
The chopper crashed about 2 or 3 miles out to sea.