On the correspondence between monotonic max-sum GNNs and datalog

Although there has been significant interest in applying machine learning techniques to structured data, the expressivity (i.e., a description of what can be learned) of such techniques is still poorly understood. In this paper, we study data transformations based on graph neural networks (GNNs). Fi...

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Váldodahkkit: Tena Cucala, D, Cuenca Grau, B, Motik, B, Kostylev, EV
Materiálatiipa: Conference item
Giella:English
Almmustuhtton: Association for Computing Machinery 2023

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