Matched Excess-Outranker Regularization for Candidate-Set Interference in Continual Knowledge Graph Embedding

Hao Ren, Junbin Gao, Jiaojiao Jiang

Continual knowledge graph embedding updates entity and relation representations as a graph grows. Existing methods primarily address catastrophic forgetting, but entity admission a…