Node-level Homomorphism Counting on Homomorphism Counting Dataset
0MAE (Triangle)FloydNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FloydNet2026.01 | 0 | 0 | — | — | |
| Local 2-GNN2026.01 | 0.003 | 0.004 | — | — | |
| Subgraph GNN2026.01 | 0.004 | 0.058 | — | — | |
| Local 2-FGNN2026.01 | 0.005 | 0.005 | — | — | |
| MPNN (GIN)Backbone=GIN2026.01 | 0.505 | 0.478 | — | — | |
| FSPECGNN2026.05 | — | — | 0.006 | 0.008 | |
| Local 2-FGNN2026.05 | — | — | 0.005 | 0.005 | |
| Local 2-GNN2026.05 | — | — | 0.003 | 0.004 | |
| MPNN2026.05 | — | — | 0.505 | 0.478 | |
| Subgraph GNN2026.05 | — | — | 0.004 | 0.058 |