Police say Lin Chung, 34, of Queens, was found struggling in the water of Noyack Bay during the first part of Sunday's race just after 7 a.m. Chung went unconscious and was removed from the water.
CPR was initiated, and he was taken to the hospital where he was pronounced dead.
The cause of death is unknown, but an investigation is underway.