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Graph Cascades: Contagion-Based Mesoscopic Rewiring for Structure-Aware Graph Machine Learning

Graph Cascades uses contagion diffusion to build auxiliary edges in linear time, boosting GNN and graph transformer accuracy on heterophilic and high-degree graphs while failing on regular low-degree graphs.

Meher Chaitanya Pindiprolu, My Le, Luana Ruiz

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 11 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 2/5