Graph Representations for Relational Deep Learning

Tamara Cucumides; Floris Geerts; Pablo Barcelo

Graph Representations for Relational Deep Learning

Tamara Cucumides, Floris Geerts, Pablo Barcelo

Published: 21 Feb 2025, Last Modified: 21 Feb 2025RLGMSD 2024 PosterEveryoneRevisionsBibTeXCC BY 4.0

Keywords: machine learning, relational databases, graph neural networks

Abstract: We explore different graph construction strategies for relational deep learning, revealing new ways to optimize representation efficiency and expressivity. Our work extends existing methods and highlights new research directions in relational learning.

Submission Number: 9

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