Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey

Neurosymbolic AI is an increasingly active area of research that combines symbolic reasoning methods with deep learning to leverage their complementary benefits. As knowledge graphs are becoming a popular way to represent heterogeneous and multi-relational data, methods for reasoning on graph structures have attempted to follow this neurosymbolic paradigm. Traditionally, such approaches have utilized either rule-based inference or generated representative numerical embeddings from which patterns could be extracted. However, several recent studies have attempted to bridge this dichotomy to generate …

benefits cs.ai cs.lo data deep learning graph graphs knowledge knowledge graphs paradigm popular reasoning relational research stat.ml survey symbolic reasoning