Node Classification on community (test)
78.6AccuracyGRAPH CASCADES
Evaluation results
| Method | Links | |
|---|---|---|
| GRAPH CASCADESVariant=CR-TAS2026.06 | 78.6 | |
| CR-Graphormer2026.06 | 78.6 | |
| CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.06 | 78.6 | |
| CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 78.6 | |
| CMGNN2026.06 | 76.06 | |
| GraphormerCategory=GTs2026.06 | 73.2 | |
| GophormerCategory=GTs2026.06 | 71 | |
| H2GCN2026.06 | 66.23 | |
| GGCN2026.06 | 65.89 | |
| ExphormerCategory=GTs2026.06 | 65.63 | |
| GATCategory=GNNs2026.06 | 58.99 | |
| NAG-TASBackbone=NAG, Cascade Strategy=TAS2026.06 | 58.21 | |
| NAG-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 58.21 | |
| VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.06 | 57.97 | |
| VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 57.97 | |
| M2MGNN2026.06 | 56.51 | |
| GCNCategory=GNNs2026.06 | 55.63 | |
| GCNBackbone=GCN, Cascade Strategy=None2026.06 | 55.63 | |
| GCNMethod Category=GNN-based Architectures2026.06 | 55.63 | |
| CR-MASBackbone=CR-Graphormer, Cascade Strategy=MAS2026.06 | 54.04 | |
| CR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 54.04 | |
| GTCategory=GTs2026.06 | 54 | |
| GloGNN2026.06 | 53.94 | |
| OrderedGNN2026.06 | 53.83 | |
| NAG-MASBackbone=NAG, Cascade Strategy=MAS2026.06 | 52.59 | |
| NAG-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 52.59 | |
| GraphSAGECategory=GNNs2026.06 | 52.09 | |
| GCN-MASBackbone=GCN, Cascade Strategy=MAS2026.06 | 51.76 | |
| GCN-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 51.76 | |
| GCN-TASBackbone=GCN, Cascade Strategy=TAS2026.06 | 50.11 | |
| GCN-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 50.11 | |
| PolyFormerCategory=GTs2026.06 | 48.91 | |
| SpecFormerCategory=GTs2026.06 | 47.69 | |
| GPS-MASBackbone=GraphGPS, Cascade Strategy=MAS2026.06 | 47.43 | |
| GPS-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 47.43 | |
| VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.06 | 47.22 | |
| VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 47.22 | |
| NAGCategory=GTs2026.06 | 46.17 | |
| NAGBackbone=NAG, Cascade Strategy=None2026.06 | 46.17 | |
| NAGMethod Category=Tokenized Sparse-Attention GTs2026.06 | 46.17 | |
| SANCategory=GTs2026.06 | 46 | |
| GPS-TASBackbone=GraphGPS, Cascade Strategy=TAS2026.06 | 45.26 | |
| GPS-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 45.26 | |
| SGFormerCategory=GTs2026.06 | 44.61 | |
| GraphGPSCategory=GTs2026.06 | 44 | |
| GraphGPSBackbone=GraphGPS, Cascade Strategy=None2026.06 | 44 | |
| GraphGPSMethod Category=GNN-based Architectures2026.06 | 44 | |
| ACMGCN2026.06 | 42.8 | |
| PPRGoCategory=GNNs2026.06 | 39.43 | |
| GRAND+Category=GNNs2026.06 | 39.37 | |
| VCRCategory=GTs2026.06 | 28.13 | |
| VCRBackbone=VCR, Cascade Strategy=None2026.06 | 28.13 | |
| VCRMethod Category=Tokenized Sparse-Attention GTs2026.06 | 28.13 |