Node Classification on CHAMELEON FILTERED (test)
45.5AccuracyMPNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MPNN2026.05 | 45.5 | — | |
| GAT2026.05 | 45.2 | — | |
| GraphGPSAugmentation=TAS2026.06 | 44.13 | — | |
| GPS-TASFramework=GRAPH CASCADES2026.06 | 44.13 | — | |
| Gophormer2026.06 | 44.04 | — | |
| GloGNN2026.06 | 44.04 | — | |
| GraphGPSAugmentation=MAS2026.06 | 43.68 | — | |
| CMGNN2026.06 | 43.68 | — | |
| VCRAugmentation=MAS2026.06 | 43.5 | — | |
| Exphormer2026.06 | 43.41 | — | |
| GraphGPS2026.06 | 43.14 | — | |
| GraphGPS2026.06 | 43.14 | — | |
| MLP2026.05 | 43 | — | |
| Graph CascadesAugmentation=TAS2026.06 | 42.42 | — | |
| H2GCN2026.06 | 42.24 | — | |
| GCNAugmentation=TAS2026.06 | 42.15 | — | |
| VCRAugmentation=TAS2026.06 | 42.06 | — | |
| Graph CascadesAugmentation=MAS2026.06 | 42.06 | — | |
| GCNAugmentation=MAS2026.06 | 41.79 | — | |
| NAGAugmentation=TAS2026.06 | 41.61 | — | |
| NSDMap=full2026.05 | 41.6 | — | |
| NSDMap=diag2026.05 | 41.5 | — | |
| GraphSAGE2026.06 | 41.43 | — | |
| NAGAugmentation=MAS2026.06 | 41.26 | — | |
| GAT2026.06 | 40.63 | — | |
| M2MGNN2026.06 | 40.63 | — | |
| GT2026.06 | 40.54 | — | |
| OrderedGNN2026.06 | 40.36 | — | |
| GCN2026.06 | 40 | — | |
| GCN2026.06 | 40 | — | |
| SAN2026.06 | 39.91 | — | |
| DNSDMap=diag, Adj=false, Odd=false, Gate=false2026.05 | 39.1 | — | |
| NAG2026.06 | 38.83 | — | |
| NAG2026.06 | 38.83 | — | |
| DNSDMap=diag, Adj=false, Odd=true, Gate=true2026.05 | 38 | — | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=false2026.05 | 37.9 | — | |
| DNSDMap=diag, Adj=true, Odd=false, Gate=true2026.05 | 37.9 | — | |
| ACMGCN2026.06 | 37.76 | — | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=true2026.05 | 37.7 | — | |
| VCR2026.06 | 33.18 | — | |
| VCR2026.06 | 33.18 | — | |
| GGCN2026.06 | 28.25 | — | |
| GraphSAGE2024.02 | — | 0.27 | |
| GT2024.02 | — | 0.25 | |
| Polynormer2024.02 | — | 0.39 |