Hoya leucantha was first collected by Cecil Boden Kloss in Indonesia, Papua Province, Utakwa River to Mt. Carstensz, at a canoe camp in 1912-1913. It was part of the Wollaston Expedition in Dutch New Guinea. The epiphytic plant was found at 500 ft in elevation.