Enhancing Graph Neural Networks with Random Graph Ensembles

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NetSciX 2026 Conference Submission35 Authors

Published: 30 Oct 2025, Last Modified: 30 Oct 2025NetSciX 2026 OralEveryoneRevisionsBibTeXCC BY 4.0
Keywords: random graphs, statistical ensembles, inference, machine learning, graph neural networks
TL;DR: We show how hypothesis testing based on a soft configuration model can help to improve the performance of GNNs in complex networks
Submission Number: 35