# Graph Neural Networks as the Copula Mundi between Logic and Machine Learning: a Roadmap

Andrea Agiollo /

Andrea Agiollo, Giovanni Ciatto, Andrea Omicini

Combining machine learning (ML) and computational logic (CL) is hard, mostly because of the inherently different ways they use to represent knowledge. In fact, while ML relies on fixed-size numeric representations leveraging on vectors, matrices, or tensors of real numbers, CL relies on logic terms and clauses, which are unlimited in size and structure. |

## Events

- 22nd Workshop “From Objects to Agents” (WOA 2021) — Bologna, Italy, 01/09/2021–03/09/2021

## Publications

- Graph Neural Networks as the Copula Mundi between Logic and Machine Learning: A Roadmap — Andrea Agiollo, Giovanni Ciatto, Andrea Omicini. WOA 2021. CEUR Workshop Proceedings 2963, October 2021