Wilbur was born in New York City, New York. He studied at Amherst College and at Harvard University. He was married to Mary Charlotte Hayes Ward until her death in 2007. They had four children. Wilbur died on October 14, 2017, at a nursing home in Belmont, Massachusetts. He was 96.