NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs

Mikhail Galkin, Etienne Denis, Jiapeng Wu +1

Conventional representation learning algorithms for knowledge graphs (KG) map each entity to a unique embedding vector. Such a shallow lookup results in a linear growth of memory c…