“Willie We Have Missed You” was presented for copyright deposit on March 4, 1854, by Firth, Pond & Co. A guitar arrangement of the song was submitted for copyright deposit on September 20, 1854, also by Firth, Pond & Co.

According to Evelyn Foster Morneweck’s The Chronicles of Stephen Foster’s Family: