The makor has little to do with the minhag. The Shaarei Teshuva mentions (I think Misha Berura chelek gimmel) that the Ari Z”L’s son went to the kever RASHBI on Lab B’Omer to give his son his first haircut.
Somehow that turned into “No haircuts until three then a big party”.