Graph-level Homomorphism Counting on Homomorphism Counting Dataset
0MAE (Triangle)FloydNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FloydNet2026.01 | 0 | 0.001 | 0.001 | — | — | — | |
| FloydNet2026.01 | 0 | 0 | 0 | — | — | — | |
| Local 2-FGNN2026.01 | 0.003 | 0.005 | 0.004 | — | — | — | |
| Subgraph GNN2026.01 | 0.003 | 0.058 | 0.048 | — | — | — | |
| Local 2-GNN2026.01 | 0.005 | 0.006 | 0.008 | — | — | — | |
| Local 2-FGNN2026.01 | 0.007 | 0.007 | 0.008 | — | — | — | |
| Local 2-GNN2026.01 | 0.008 | 0.008 | 0.01 | — | — | — | |
| Subgraph GNN2026.01 | 0.011 | 0.015 | 0.012 | — | — | — | |
| MPNN (GIN)Backbone=GIN2026.01 | 0.3 | 0.233 | 0.254 | — | — | — | |
| FSPECGNN2026.05 | — | — | — | 0.006 | 0.009 | 0.008 | |
| Local 2-FGNN2026.05 | — | — | — | 0.003 | 0.005 | 0.004 | |
| Local 2-GNN2026.05 | — | — | — | 0.008 | 0.008 | 0.01 | |
| MPNN2026.05 | — | — | — | 0.3 | 0.233 | 0.254 | |
| Spec. Inv. GNN2026.05 | — | — | — | 0.045 | 0.048 | — | |
| Subgraph GNN2026.05 | — | — | — | 0.011 | 0.015 | 0.012 |