Genevieve Hudson-Price's mother, Judith Hudson, is a painter who has shown her work at P.S.1 Contemporary Art Center, the New Museum, and the Drawing Center. Her father is the writer
Richard Price. Her older sister, Anne Hudson-Price is a Harvard educated lawyer.