Neural-Symbolic Reasoning over Knowledge Graphs: A Survey from a Query Perspective

L Liu, Z Wang, H Tong - arXiv preprint arXiv:2412.10390, 2024 - arxiv.org
Knowledge graph reasoning is pivotal in various domains such as data mining, artificial
intelligence, the Web, and social sciences. These knowledge graphs function as …

Pathformer: Recursive Path Query Encoding for Complex Logical Query Answering

C Zhang, Z Peng, J Zheng, L Wang, R Shi… - arXiv preprint arXiv …, 2024 - arxiv.org
Complex Logical Query Answering (CLQA) over incomplete knowledge graphs is a
challenging task. Recently, Query Embedding (QE) methods are proposed to solve CLQA by …