Ron Levie

Efficient Learning on Large Graphs using a Densifying Regularity Lemma

Adaptive Canonicalization with Application to Invariant Anisotropic Geometric Networks

Understanding Signal Propagation in GNNs Via Observables

Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models

PieClam: A Universal Graph Autoencoder Based on Overlapping Inclusive and Exclusive Communities

Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs

Covered Forest: Fine-grained generalization analysis of graph neural networks