This command worked as expected (see top folder in the image):
wget -P ~/Downloads -r -A pdf http://www.college-de-france.fr/site/antoine-compagnon/
except it started retrieving other folders not specified in the url (the other folders, such as ressources-humaines).
How to prevent this?