Node-level Cycle Counting on cycle counting benchmark chordal (test)
0.2Normalized Test MAE (C3)Local 2-GNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Local 2-GNN2026.05 | 0.2 | 0.5 | 1 | 2.3 | 0.4 | 1.5 | |
| Subgraph GNN2026.05 | 0.3 | 0.5 | 9.2 | 8.2 | 5 | 7.3 | |
| FSPECGNN2026.05 | 0.3 | 0.9 | 2 | 2.9 | 0.9 | 2.1 | |
| Local 2-FGNN2026.05 | 0.4 | 0.6 | 1.2 | 2.1 | 0.4 | 1.4 | |
| MPNN2026.05 | 60 | 41.3 | 30 | 20.7 | 31.8 | 23.7 |