Entity · technique

Graph Structure Learning

techniqueactivegraph-structure-learning-2cbb8e33·1 events·first seen May 21, 2026

Aliases: Graph Structure Learning

Co-occurring entities

Relational Databases Relational Deep Learning Graph Neural Networks FROG

More like this (12)

Graph Classification Graph Neural Networks Graph Transformer Graph-LLaDA Hierarchical Graph Memory Graph Neural Network leveraging Higher-order Class Label Connectivity for Heterophilous Graphs LangGraph GLM-RAG: Graph Language Models for Graph-Based Retrieval-Augmented Generation Structured Interactive Learning Graphcore Relational Deep Learning GraphCast

Recent events (1)

5arXiv · cs.LG·May 21, 2026·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