Haoning Li

DANS-KGC: Diffusion Based Adaptive Negative Sampling for Knowledge Graph Completion

Negative sampling (NS) strategies play a crucial role in knowledge graph representation. In order to overcome the limitations of existing negative sampling strategies, such as vulnerability to false negatives, limited generalization, and lack of control over sample hardness, we propose DANS-KGC (Dif