Argonne Forest is an officially defined neighborhood of Atlanta in the Buckhead area of the city. Its population at the 2010 census was 590. The neighborhood is named after the Argonne Forest in northeastern France, where the American military was heavily involved in the 1918 Meuse-Argonne offensive of World War I.