一作SIGIR 2026Oral· Information Retrieval (Full)
Multi-Faceted Continual Knowledge Graph Embedding for Semantic-Aware Link Prediction
Jing Qi · Yuxiang Wang · Zhiyuan Yu · Xiaoliang Xu · Yuanshi Zheng · Tianxing Wu
摘要
Continual Knowledge Graph Embedding (CKGE) aims to continually learn embeddings for new knowledge, i.e., entities and relations, while retaining previously acquired knowledge. Most existing CKGE methods mitigate catastrophic forgetting via regularization or replaying old knowledge. They conflate...