He was born in New York City. His parents were Polish Jews who had emigrated to the United States at the turn of the century.
Robert Hofstadter is the father of the cognitive scientist and philosopher Douglas R. Hofstadter (born 1945), probably best known for his 1980 Pulitzer Prize-winning book Gödel, Escher, Bach: an Eternal Golden Braid.