It was owing to references to the villa in Horace's writings that humanists attempted to find the site as early as the mid-fifteenth century, but the site in Licenza was not considered as a possible candidate for two hundred years.
Horace tells in one of his poems (Epistles 1.10) that his villa was next to the sanctuary of the Sabine goddess, Vacuna.