HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph Embedding

Honggen Zhang, June Zhang, Igor Molybog

We consider a contrastive learning approach to knowledge graph embedding (KGE) via InfoNCE. For KGE, efficient learning relies on augmenting the training data with negative triples…