Node Classification on Squirrel Filtered (test)
43.1AccuracyMPNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MPNN2026.05 | 43.1 | — | |
| Exphormer2026.06 | 41.29 | — | |
| Gophormer2026.06 | 40.39 | — | |
| CMGNN2026.06 | 40.25 | — | |
| GraphGPS2026.06 | 38.49 | — | |
| GraphGPS2026.06 | 38.49 | — | |
| MLP2026.05 | 38.3 | — | |
| GraphSAGE2026.06 | 37.63 | — | |
| Graph CascadesAugmentation=MAS2026.06 | 37.56 | — | |
| CR-MASFramework=GRAPH CASCADES2026.06 | 37.56 | — | |
| GraphGPSAugmentation=MAS2026.06 | 37.27 | — | |
| Graph CascadesAugmentation=TAS2026.06 | 37.16 | — | |
| GAT2026.05 | 37 | — | |
| VCRAugmentation=MAS2026.06 | 36.66 | — | |
| NSDMap=full2026.05 | 36.5 | — | |
| ACMGCN2026.06 | 36.3 | — | |
| GT2026.06 | 35.73 | — | |
| VCRAugmentation=TAS2026.06 | 35.44 | — | |
| NSDMap=diag2026.05 | 35.4 | — | |
| GraphGPSAugmentation=TAS2026.06 | 35.37 | — | |
| OrderedGNN2026.06 | 34.61 | — | |
| SAN2026.06 | 34.18 | — | |
| NAGAugmentation=TAS2026.06 | 34.15 | — | |
| GCNAugmentation=MAS2026.06 | 34.11 | — | |
| GCNAugmentation=TAS2026.06 | 33.9 | — | |
| GloGNN2026.06 | 33.79 | — | |
| H2GCN2026.06 | 33.75 | — | |
| GAT2026.06 | 33.61 | — | |
| GCN2026.06 | 33.57 | — | |
| GCN2026.06 | 33.57 | — | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=true2026.05 | 33.5 | — | |
| DNSDMap=diag, Adj=false, Odd=true, Gate=true2026.05 | 33.5 | — | |
| NAG2026.06 | 33.43 | — | |
| NAG2026.06 | 33.43 | — | |
| NAGAugmentation=MAS2026.06 | 33.21 | — | |
| DNSDMap=diag, Adj=true, Odd=false, Gate=true2026.05 | 33.1 | — | |
| DNSDMap=diag, Adj=false, Odd=false, Gate=false2026.05 | 33.1 | — | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=false2026.05 | 32.8 | — | |
| M2MGNN2026.06 | 32.57 | — | |
| VCR2026.06 | 31.71 | — | |
| VCR2026.06 | 31.71 | — | |
| GGCN2026.06 | 23.16 | — | |
| GraphSAGE2024.02 | — | 0.14 | |
| GT2024.02 | — | 0.18 | |
| Polynormer2024.02 | — | 0.23 |