inductive

Definition

Able to generalize to items never seen during training. In graph learning it is the contrast to transductive: a transductive method labels the remaining nodes of one fixed graph, while an inductive method learns a function you can apply to nodes or entire graphs that did not exist at training time. Distinct from "inductive bias", which means the assumptions an architecture builds in.