Knowledge graph (KG for short) alignment aims at building a complete KG by linking the shared entities across complementary KGs. Existing approaches assume that KGs are static, despite fact almost every evolves over time. In this paper, we introduce task of dynamic knowledge alignment, main challenge which is how to efficiently update entity embeddings evolving topology. Our key insight view pa...