From statistical relational to neural-symbolic artificial intelligence

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Abstract

Neural-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 neural-symbolic artificial intelligence approaches but also to identify a number of directions for further research.

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de Raedt, L., Dumancic, S., Manhaeve, R., & Marra, G. (2020). From statistical relational to neural-symbolic artificial intelligence. In IJCAI International Joint Conference on Artificial Intelligence (Vol. 2021-January, pp. 4943–4950). International Joint Conferences on Artificial Intelligence. https://doi.org/10.24963/ijcai.2020/688

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