From Statistical Relational to Neuro-Symbolic Artificial Intelligence
This is an incremental survey for researchers in AI integration fields.
The paper surveys parallels between neuro-symbolic and statistical relational AI across seven dimensions to characterize approaches and identify research directions.
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.