Node Classification on Roman-empire (test)
92.92AccuracyNeuralWalker
Evaluation results
| Method | Links | |
|---|---|---|
| NeuralWalker2024.06 | 92.92 | |
| POLYNORMER2024.06 | 92.55 | |
| Polynormer2026.02 | 92.55 | |
| CoEDedge direction learning=false2024.10 | 92.17 | |
| L2G-Net2026.02 | 92.12 | |
| St-ChebNet2026.02 | 92.03 | |
| MRS-Dir-GCNDAmodule=MRS-SAGEDA2024.09 | 91.87 | |
| Co-GNN2024.10 | 91.57 | |
| CO-GNN2026.02 | 91.57 | |
| Dir-GNN2024.09 | 91.23 | |
| DirGNN2024.10 | 91.23 | |
| MP-SSM2026.02 | 90.91 | |
| EXPHORMER2024.06 | 89.03 | |
| GAT-sep2023.05 | 88.75 | |
| GAT(-SEP)2024.06 | 88.75 | |
| MagNet2024.09 | 88.07 | |
| MagNet2024.10 | 88.07 | |
| Chung2024.10 | 87.35 | |
| GT-sep2023.05 | 87.32 | |
| GT2023.05 | 86.51 | |
| GraphSAGE2023.05 | 85.74 | |
| SAGE2024.10 | 85.74 | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=true2026.05 | 83.4 | |
| DNSDMap=diag, Adj=false, Odd=true, Gate=true2026.05 | 83.4 | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=false2026.05 | 83.2 | |
| DNSDMap=diag, Adj=true, Odd=false, Gate=true2026.05 | 83 | |
| DNSDMap=diag, Adj=false, Odd=false, Gate=false2026.05 | 82.7 | |
| GRAD. GATING2024.09 | 82.16 | |
| GPS2024.06 | 82 | |
| GAT2023.05 | 80.87 | |
| GAT2024.10 | 80.87 | |
| FSGNN2023.05 | 79.92 | |
| FSGNN2024.09 | 79.92 | |
| NSDMap=diag2026.05 | 79.1 | |
| MPNN2026.05 | 78.9 | |
| Sheaf2024.10 | 77.94 | |
| NSDMap=full2026.05 | 77.1 | |
| FLODE2023.05 | 74.97 | |
| FLODE2024.10 | 74.97 | |
| GBK-GNN2023.05 | 74.57 | |
| GGCN2024.10 | 74.46 | |
| NAGPHORMER2024.06 | 74.34 | |
| ResNet+SGC2023.05 | 73.9 | |
| GCN2023.05 | 73.69 | |
| GCN2024.06 | 73.69 | |
| GCN2024.09 | 73.69 | |
| GCN2024.10 | 73.69 | |
| GCN2026.02 | 73.69 | |
| JacobiConv2023.05 | 71.14 | |
| ACM-GCN2024.09 | 69.66 | |
| CMGNN2026.06 | 68.75 | |
| SAN2026.06 | 68.04 | |
| Gophormer2026.06 | 67.35 | |
| OrderedGNN2026.06 | 67.14 | |
| H2GCN2026.06 | 67.1 | |
| ACMGCN2026.06 | 66.89 | |
| GraphGPS2026.06 | 66.81 | |
| GraphGPS2026.06 | 66.81 | |
| GraphSAGE2026.06 | 66.64 | |
| Exphormer2026.06 | 66.57 | |
| MLP2026.05 | 66.4 | |
| GT2026.06 | 65.89 | |
| ResNet2023.05 | 65.88 | |
| FAGCNtable_row=152023.05 | 65.22 | |
| MLP2024.09 | 64.94 | |
| MLP2024.10 | 64.94 | |
| H2GCN2023.05 | 64.85 | |
| GPR-GNN2024.09 | 64.85 | |
| GraphGPSAugmentation=TAS2026.06 | 64.71 | |
| GPS-TASFramework=GRAPH CASCADES2026.06 | 64.71 | |
| CPGNN2023.05 | 63.96 | |
| NAGAugmentation=TAS2026.06 | 62.17 | |
| FAGCNtable_row=102023.05 | 60.11 | |
| H2GCN2024.09 | 60.11 | |
| Graph CascadesAugmentation=TAS2026.06 | 59.82 | |
| GloGNN2023.05 | 59.63 | |
| GLOGNN2024.09 | 59.63 | |
| NAGAugmentation=MAS2026.06 | 59.08 | |
| NAG2026.06 | 58.08 | |
| NAG2026.06 | 58.08 | |
| VCRAugmentation=MAS2026.06 | 57.7 | |
| VCRAugmentation=TAS2026.06 | 57.6 | |
| GraphGPSAugmentation=MAS2026.06 | 57.59 | |
| GAT2026.05 | 56.9 | |
| Graph CascadesAugmentation=MAS2026.06 | 55.19 | |
| DiGCN2024.09 | 52.71 | |
| ResNet+adj2023.05 | 52.25 | |
| M2MGNN2026.06 | 49.85 | |
| GGCN2026.06 | 44.07 | |
| GAT2026.06 | 38.31 | |
| LINKX2024.09 | 37.55 | |
| GCN2026.06 | 36.81 | |
| GCN2026.06 | 36.81 | |
| GCNAugmentation=MAS2026.06 | 36.36 | |
| GCNAugmentation=TAS2026.06 | 34.57 | |
| GloGNN2026.06 | 27.28 | |
| VCR2026.06 | 18.65 | |
| VCR2026.06 | 18.65 |