Node-level classification on ROMAN EMP.
89.5AccuracyCOMBA
Evaluation results
| Method | Links | |
|---|---|---|
| COMBA2026.02 | 89.5 | |
| RicciKGE2025.12 | 87.4 | |
| Graph Mamba-22026.02 | 86.9 | |
| GNRF2025.12 | 85.64 | |
| GPS2024.02 | 85.1 | |
| ESA2024.02 | 85 | |
| Gated-GCN2026.02 | 83.3 | |
| PNA2024.02 | 83.1 | |
| Cluster-GCN2026.02 | 81.5 | |
| Nagphormer2026.02 | 80 | |
| GCN2026.02 | 79.5 | |
| GAT2025.12 | 77.4 | |
| DropGIN2024.02 | 76.4 | |
| GIN2024.02 | 75.5 | |
| GATv22024.02 | 72.1 | |
| GCN2025.12 | 71.23 | |
| GAT2024.02 | 70.3 | |
| Graph Mamba-12026.02 | 67.7 | |
| MaxCut2025.12 | 50 | |
| GCN2024.02 | 46.2 | |
| NDP2025.12 | 39 | |
| Top-k2025.12 | 37 | |
| ASAP2025.12 | 34 | |
| k-MIS2025.12 | 28 |