The shooter opened gunfire in the residential Brownsville district of Brooklyn, NYC, during an annual block party around 11 p.m. local time (3 a.m. GMT), the New York Post newspaper said.
The perpetrator fled the scene, the newspaper added, citing law enforcement sources.
By midnight, detectives found one abandoned firearm and were combing the ground for more evidence, the report added.