Node Classification on Minesweeper (AUC)
97.5AUCL2G-Net
Evaluation Results
| Method | Links | |
|---|---|---|
| L2G-Net2026.02 | 97.5 | |
| Polynormer2026.02 | 97.46 | |
| CO-GNNAggregation Function=(µ, µ)2026.02 | 97.31 | |
| Stable-ChebNet2026.02 | 95.71 | |
| MP-SSM2026.02 | 95.33 | |
| GRAMA_GCN2026.02 | 95.27 | |
| CO-GNNAggregation Function=(Σ, Σ)2026.02 | 95.09 | |
| GCNPositional/Structural Encoding=LapPE2026.02 | 94.26 | |
| GPSGCN+PerformerPositional/Structural Encoding=LapPE2026.02 | 93.85 | |
| GCNPositional/Structural Encoding=RWSE2026.02 | 93.84 | |
| SAGE2026.02 | 93.51 | |
| GATPositional/Structural Encoding=LapPE2026.02 | 93.5 | |
| GPSGCN+PerformerPositional/Structural Encoding=RWSE2026.02 | 92.88 | |
| GATPositional/Structural Encoding=RWSE2026.02 | 92.53 | |
| GTArchitecture Variant=sep2026.02 | 92.29 | |
| GAT2026.02 | 92.01 | |
| GT2026.02 | 91.85 | |
| GPSGCN+TransformerPositional/Structural Encoding=LapPE2026.02 | 91.82 | |
| GPSGCN+TransformerPositional/Structural Encoding=RWSE2026.02 | 91.17 | |
| GMN2026.02 | 91.01 | |
| GBK-GNN2026.02 | 90.85 | |
| Exphormer2026.02 | 90.74 | |
| GPS2026.02 | 90.63 | |
| FSGNN2026.02 | 90.08 | |
| GPS + Mamba2026.02 | 89.93 | |
| GCN2026.02 | 89.75 | |
| H2GCN2026.02 | 89.71 | |
| JacobiConv2026.02 | 89.66 | |
| FAGCN2026.02 | 88.17 | |
| Gated-GCN2026.02 | 87.54 | |
| GPR-GNN2026.02 | 86.24 | |
| NAGphormer2026.02 | 84.19 | |
| GOAT2026.02 | 81.09 | |
| CPGNN2026.02 | 52.03 | |
| GloGNN2026.02 | 51.08 |