Node classification on Minesweeper (test)
97.82AUROCNeuralWalker
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeuralWalker2024.06 | 97.82 | — | |
| S3GNNarchitecture_type=Graph SSMs2026.05 | 97.58 | — | |
| L2G-Net2026.02 | 97.5 | — | |
| POLYNORMER2024.06 | 97.46 | — | |
| Polynormer2026.02 | 97.46 | — | |
| Polynomialarchitecture_type=Graph Transformers2026.05 | 97.46 | — | |
| CO-GNN2026.02 | 97.31 | — | |
| CO-GNN(μ, μ)architecture_type=MPNNs2026.05 | 97.31 | — | |
| CO-GNNModel Category=MPNNs2025.05 | 97.31 | — | |
| CO-GNNAggregator=µ, µ2025.05 | 97.31 | — | |
| St-ChebNet2026.02 | 95.71 | — | |
| MP-SSM2026.02 | 95.33 | — | |
| MP-SSMarchitecture_type=Graph SSMs2026.05 | 95.33 | — | |
| MP-SSMModel Category=Ours2025.05 | 95.33 | — | |
| MP-SSM2025.05 | 95.33 | — | |
| GRAMAGCNarchitecture_type=Graph SSMs2026.05 | 95.27 | — | |
| CO-GNN(Σ, Σ)architecture_type=MPNNs2026.05 | 95.09 | — | |
| CO-GNNAggregator=Σ, Σ2025.05 | 95.09 | — | |
| GCN (LapPE)architecture_type=MPNNs2026.05 | 94.26 | — | |
| GCNPE=LapPE2025.05 | 94.26 | — | |
| GCNPE=DEG2025.05 | 94.14 | — | |
| GAT-sep2023.05 | 93.91 | — | |
| GAT-sep2023.05 | 93.91 | — | |
| GAT(-SEP)2024.06 | 93.91 | — | |
| GAT-sep2025.05 | 93.91 | — | |
| GPS_GCN+Performer (LapPE)architecture_type=Graph Transformers2026.05 | 93.85 | — | |
| GPSBackbone=GCN+Performer, PE=LapPE2025.05 | 93.85 | — | |
| GCN (RWSE)architecture_type=MPNNs2026.05 | 93.84 | — | |
| GCNPE=RWSE2025.05 | 93.84 | — | |
| GPSBackbone=GCN+Performer, PE=DEG2025.05 | 93.6 | — | |
| GraphSAGE2023.05 | 93.51 | — | |
| GraphSAGE2023.05 | 93.51 | — | |
| SAGEarchitecture_type=MPNNs2026.05 | 93.51 | — | |
| SAGEModel Category=MPNNs2025.05 | 93.51 | — | |
| SAGE2025.05 | 93.51 | — | |
| GAT (LapPE)architecture_type=MPNNs2026.05 | 93.5 | — | |
| GATPE=LapPE2025.05 | 93.5 | — | |
| GATPE=DEG2025.05 | 93.04 | — | |
| GPS_GCN+Performer (RWSE)architecture_type=Graph Transformers2026.05 | 92.88 | — | |
| GPSBackbone=GCN+Performer, PE=RWSE2025.05 | 92.88 | — | |
| GPSBackbone=GAT+Performer, PE=LapPE2025.05 | 92.62 | — | |
| GAT (RWSE)architecture_type=MPNNs2026.05 | 92.53 | — | |
| GATPE=RWSE2025.05 | 92.53 | — | |
| FLODE2023.05 | 92.43 | — | |
| FLODE2023.05 | 92.43 | — | |
| GT-sep2023.05 | 92.29 | — | |
| GT-separchitecture_type=Graph Transformers2026.05 | 92.29 | — | |
| GPSBackbone=GAT+Transformer, PE=LapPE2025.05 | 92.29 | — | |
| GT-sep2025.05 | 92.29 | — | |
| GAT2023.05 | 92.01 | — | |
| GATarchitecture_type=MPNNs2026.05 | 92.01 | — | |
| GATModel Category=MPNNs2025.05 | 92.01 | — | |
| GAT2025.05 | 92.01 | — | |
| GT2023.05 | 91.85 | — | |
| GTarchitecture_type=Graph Transformers2026.05 | 91.85 | — | |
| GTModel Category=Graph Transformers2025.05 | 91.85 | — | |
| GT2025.05 | 91.85 | — | |
| GPSBackbone=GCN+Transformer, PE=LapPE2025.05 | 91.82 | — | |
| GPSBackbone=GCN+Transformer, PE=DEG2025.05 | 91.76 | — | |
| GPSBackbone=GAT+Transformer, PE=DEG2025.05 | 91.58 | — | |
| GPSBackbone=GAT+Performer, PE=DEG2025.05 | 91.52 | — | |
| GPSBackbone=GCN+Transformer, PE=RWSE2025.05 | 91.17 | — | |
| GPSBackbone=GAT+Performer, PE=RWSE2025.05 | 91.08 | — | |
| GMNarchitecture_type=Graph SSMs2026.05 | 91.01 | — | |
| GMNModel Category=Graph SSMs2025.05 | 91.01 | — | |
| GMN2025.05 | 91.01 | — | |
| GBK-GNN2023.05 | 90.85 | — | |
| GBK-GNNarchitecture_type=Heterophily-Designated GNNs2026.05 | 90.85 | — | |
| GBK-GNNModel Category=Heterophily-Designated GNNs2025.05 | 90.85 | — | |
| GBK-GNN2025.05 | 90.85 | — | |
| GPSBackbone=GAT+Transformer, PE=RWSE2025.05 | 90.82 | — | |
| EXPHORMER2024.06 | 90.74 | — | |
| Exphormerarchitecture_type=Graph Transformers2026.05 | 90.74 | — | |
| ExphormerModel Category=Graph Transformers2025.05 | 90.74 | — | |
| Exphormer2025.05 | 90.74 | — | |
| GPS2024.06 | 90.63 | — | |
| GPSarchitecture_type=Graph Transformers2026.05 | 90.63 | — | |
| GPSModel Category=Graph Transformers2025.05 | 90.63 | — | |
| GPS2025.05 | 90.63 | — | |
| FSGNN2023.05 | 90.08 | — | |
| FSGNNarchitecture_type=Heterophily-Designated GNNs2026.05 | 90.08 | — | |
| FSGNNModel Category=Heterophily-Designated GNNs2025.05 | 90.08 | — | |
| FSGNN2025.05 | 90.08 | — | |
| GPS + Mambaarchitecture_type=Graph SSMs2026.05 | 89.93 | — | |
| GPS+MambaModel Category=Graph SSMs2025.05 | 89.93 | — | |
| GPS + Mamba2025.05 | 89.93 | — | |
| GCN2023.05 | 89.75 | — | |
| GCN2024.06 | 89.75 | — | |
| GCN2026.02 | 89.75 | — | |
| GCNarchitecture_type=MPNNs2026.05 | 89.75 | — | |
| GCNModel Category=MPNNs2025.05 | 89.75 | — | |
| GCN2025.05 | 89.75 | — | |
| FAGCNtable_row=102023.05 | 89.71 | — | |
| H2GCNarchitecture_type=Heterophily-Designated GNNs2026.05 | 89.71 | — | |
| H2GCNModel Category=Heterophily-Designated GNNs2025.05 | 89.71 | — | |
| H2GCN2025.05 | 89.71 | — | |
| JacobiConv2023.05 | 89.66 | — | |
| JacobiConvarchitecture_type=Heterophily-Designated GNNs2026.05 | 89.66 | — | |
| JacobiConv2025.05 | 89.66 | — | |
| FAGCNtable_row=152023.05 | 88.17 | — |