Large-Scale Spectral Graph Neural Networks via Laplacian Sparsification: Technical ReportKnowledge Discovery and Data Mining (KDD), 2025 |
BloomGML: Graph Machine Learning through the Lens of Bilevel
OptimizationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
MuseGNN: Forming Scalable, Convergent GNN Layers that Minimize a Sampling-Based EnergyInternational Conference on Learning Representations (ICLR), 2023 |
Probabilistically Rewired Message-Passing Neural NetworksInternational Conference on Learning Representations (ICLR), 2023 |
SEGNO: Generalizing Equivariant Graph Neural Networks with Physical
Inductive BiasesInternational Conference on Learning Representations (ICLR), 2023 |