Vilhelm Aubert was born in Kristiania in 1922. He was the older brother of mathematician Karl Egil Aubert, born 1924. Vilhelm Aubert enrolled at the University of Oslo in 1940, the same year as Norway was invaded by Germany as a part of the Second World War. Aubert became a member of the illegal intelligence organization XU.