Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entities. (arXiv:2208.10378v2 [cs.CL] UPDATED)

Over the years, reasoning over knowledge graphs (KGs), which aims to infer
new conclusions from known facts, has mostly focused on static KGs. The
unceasing growth of knowledge in real life raises the necessity to enable the
inductive reasoning ability on expanding KGs. Existing inductive work assumes
that new entities all emerge once in a batch, which oversimplifies the real
scenario that new entities continually appear. This study dives into a more
realistic and challenging setting where new entities emerge …

arxiv graph inductive knowledge knowledge graph reasoning