Knowledge Graph Completion by Jointly Learning Structural Features and Soft Logical Rules

Information Science, Computer Science, Artificial Intelligence,
knowledge graph completion   knowledge graph embedding   graph attention neural networks   link prediction   soft logical rules  

In recent years, Knowledge Graphs (KG) have been widely used in many artificial intelligence tasks. Knowledge graphs represent entities and their relationships using triplets consisting of a head entity, a relation, and a tail entity. For example, the triplet (h = Paris, r = capital_of, t = France) represents a common-sense fact about the real worl...