The Lewis and Clark Expedition reportedly saw this plant growing above their camp on the Clearwater River (near present-day Kamiah, Idaho), and collected two specimens of the then scientifically unnamed plant on 6 June 1806.
The name "woolly sunflower" is often used to describe any member of the genus Eriophyllum.