From Statistical Relational to Neuro-Symbolic Artificial Intelligence

From Statistical Relational to Neuro-Symbolic Artificial Intelligence

Luc de Raedt, Sebastijan Dumančić, Robin Manhaeve, Giuseppe Marra

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence
Survey track. Pages 4943-4950. https://doi.org/10.24963/ijcai.2020/688

Neuro-symbolic and statistical relational artificial intelligence both integrate frameworks for learning with logical reasoning. This survey identifies several parallels across seven different dimensions between these two fields. These cannot only be used to characterize and position neuro-symbolic artificial intelligence approaches but also to identify a number of directions for further research.
Keywords:
Knowledge Representation and Reasoning: general