Halprin was born in Jersey City, New Jersey, to Raymond Halprin, a department store manager, and Dorothy Halprin (nee Weiser), a homemaker.
Halprin is "autodidactic", with a verifiable IQ in the "145 range", as tested on the Wechsler Intelligence Scale for Children (WISC), despite having only finished the eighth grade.