Anatole Bailly was interested in history, authored many textbooks but did not join any society.
He became a member of Orleans scholarly societies of Orleans: the Societe d'Agriculture, Sciences, Belles-lettres et Arts d'Orleans and the Societe archeologique et historique de l'Orleanais. 
