Nicolas Lell

iN2V: Bringing Transductive Node Embeddings to Inductive Graphs

Shallow node embeddings like node2vec (N2V) can be used for nodes without features or to supplement existing features with structure-based information. Embedding methods like N2V are limited in their application on new nodes, which restricts them to the transductive setting where the entire graph, i…