We further add a flat component to HiLAP as a regularization of the base model.
the flat component is a feed-forward network that projects the object embedding e d to a label probability distribution p Flat of all the labels on the hierarchy: The combination of the base model and the flat component functions the same as a flat model and ensures that the object representation e d has the capability of flat classification.