notesum.ai
Published at December 5Graph Neural Networks Need Cluster-Normalize-Activate Modules
cs.LG
cs.AI
68T07
I.2.0
Released Date: December 5, 2024
Authors: Arseny Skryagin1, Felix Divo1, Mohammad Amin Ali1, Devendra Singh Dhami2, Kristian Kersting3
Aff.: 1TU Darmstadt; 2TU Eindhoven; 3TU Darmstadt, Hessian Center for AI, DFKI, Centre for Cognitive Science, TU Darmstadt

| Architecture | Baseline | CNA |
|---|---|---|
| GCN | 81.590.43 | 93.660.48 |
| GraphSAGE | 80.580.49 | 93.680.50 |
| TransformerConv | 79.970.78 | 93.500.58 |
| GAT | 80.570.81 | 92.940.71 |