2 papers
cs.LG2026
Distance-Preserving Embeddings in Inhomogeneous Random Graphs
My Le, Luana Ruiz, Souvik Dhara
Graph machine learning provides powerful tools for understanding complex networks and learning meaningful node representations. A central challenge, however, is designing embedding…
cs.LG2026
Graph Cascades: Contagion-Based Mesoscopic Rewiring for Structure-Aware Graph Machine Learning
Meher Chaitanya, My Le, Luana Ruiz
We introduce Graph Cascades, a mesoscopic rewiring strategy for Graph Neural Networks (GNNs) and Graph Transformers (GTs) that captures intermediate-scale graph structure beyond pu…