Node Classification on Minesweeper v1 (test)
0.9478ROC AUCGRAPHITE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRAPHITE2026.02 | 0.9478 | — | |
| ChebNet2026.02 | 0.916 | — | |
| TAGCN2026.02 | 0.9154 | — | |
| OrderedGNN2026.02 | 0.9101 | — | |
| GraphSAGE2026.02 | 0.9054 | — | |
| MixHop2026.02 | 0.8968 | — | |
| ALT2026.02 | 0.8906 | — | |
| GATv22026.02 | 0.8885 | — | |
| GCNII2026.02 | 0.8842 | — | |
| GAT2026.02 | 0.8759 | — | |
| H2GCN2026.02 | 0.8708 | — | |
| ACM-GNN2026.02 | 0.8635 | — | |
| GGCN2026.02 | 0.8476 | — | |
| FAGCN2026.02 | 0.8469 | — | |
| GPRGNN2026.02 | 0.8394 | — | |
| JKNet2026.02 | 0.81 | — | |
| NodeFormer2026.02 | 0.7771 | — | |
| GIN2026.02 | 0.7589 | — | |
| Virtual Node2026.02 | 0.7236 | — | |
| GCN2026.02 | 0.7232 | — | |
| SGC2026.02 | 0.7211 | — | |
| DIFFormer2026.02 | 0.6925 | — | |
| DAGNN2026.02 | 0.6787 | — | |
| APPNP2026.02 | 0.6736 | — | |
| GloGNN2026.02 | 0.5342 | — | |
| SGFormer2026.02 | 0.5206 | — | |
| MLP2026.02 | 0.5099 | — | |
| FSGNN2026.02 | 0.5 | — | |
| CO-GNNAggregation=(Σ, Σ)2025.05 | — | 0.9509 | |
| CO-GNNAggregation=(μ, μ)2025.05 | — | 0.9731 | |
| Exphormer2025.05 | — | 0.9074 | |
| FSGNN2025.05 | — | 0.9008 | |
| GAT2025.05 | — | 0.9201 | |
| GAT-sepseparated=true2025.05 | — | 0.9391 | |
| Gated-GCN2025.05 | — | 0.8754 | |
| GBK-GNN2025.05 | — | 0.9085 | |
| GCN2025.05 | — | 0.8975 | |
| GOAT2025.05 | — | 0.8109 | |
| GPS_GAT+PerformerPositional Encoding=RWSE2025.05 | — | 0.9108 | |
| GPS_GCN+PerformerPositional Encoding=RWSE2025.05 | — | 0.9288 | |
| GTseparated=true2025.05 | — | 0.9229 | |
| IM-CO-GNNAggregation=(Σ, Σ)2025.05 | — | 0.9579 | |
| IM-CO-GNNAggregation=(μ, μ)2025.05 | — | 0.9739 | |
| IM-GAT2025.05 | — | 0.9268 | |
| IM-GAT-sepseparated=true2025.05 | — | 0.9615 | |
| IM-GatedGCN2025.05 | — | 0.9732 | |
| IM-GCN2025.05 | — | 0.918 | |
| JacobiConv2025.05 | — | 0.8966 |