technique

Relational Deep Learning

techniqueactiverelational-deep-learning-551f6c29·1 events·first seen 26d ago

Aliases: Relational Deep Learning

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Relational Databases Graph Neural Networks Graph Structure Learning FROG

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5arXiv · cs.LG·26d ago·source ↗

FROG: Full-Resolution Graph Structure Learning for Relational Deep Learning

This paper introduces FROG, a framework that treats relational database schema graph construction as a learnable optimization problem rather than a fixed design choice. The method formulates table role modeling as a learnable component, allowing tables to dynamically serve as nodes or edges in message passing, with functional dependency constraints ensuring semantic consistency. Experiments show FROG outperforms existing relational deep learning approaches and provides insights into how table roles affect downstream prediction tasks.

Evaluation and Benchmarking Agent and Tool Ecosystem Relational Databases Relational Deep Learning Graph Neural Networks +2 more