Node Classification on cycle (test)
90.59AccuracyGGCN
Evaluation results
| Method | Links | |
|---|---|---|
| GGCN2026.06 | 90.59 | |
| CMGNN2026.06 | 88.4 | |
| GloGNN2026.06 | 83.65 | |
| GraphormerCategory=GTs2026.06 | 81.48 | |
| NAGCategory=GTs2026.06 | 77.24 | |
| NAGBackbone=NAG, Cascade Strategy=None2026.06 | 77.24 | |
| NAGMethod Category=Tokenized Sparse-Attention GTs2026.06 | 77.24 | |
| ExphormerCategory=GTs2026.06 | 61.8 | |
| VCRCategory=GTs2026.06 | 61.64 | |
| VCRBackbone=VCR, Cascade Strategy=None2026.06 | 61.64 | |
| VCRMethod Category=Tokenized Sparse-Attention GTs2026.06 | 61.64 | |
| GRAPH CASCADESVariant=CR-TAS2026.06 | 61.32 | |
| CR-Graphormer2026.06 | 61.32 | |
| CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.06 | 61.32 | |
| CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 61.32 | |
| GCNCategory=GNNs2026.06 | 60.73 | |
| GCNBackbone=GCN, Cascade Strategy=None2026.06 | 60.73 | |
| GCNMethod Category=GNN-based Architectures2026.06 | 60.73 | |
| GCN-TASBackbone=GCN, Cascade Strategy=TAS2026.06 | 60.39 | |
| GCN-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 60.39 | |
| GraphSAGECategory=GNNs2026.06 | 59.27 | |
| GATCategory=GNNs2026.06 | 59.27 | |
| PPRGoCategory=GNNs2026.06 | 59.27 | |
| GRAND+Category=GNNs2026.06 | 59.27 | |
| SANCategory=GTs2026.06 | 59.27 | |
| GCN-MASBackbone=GCN, Cascade Strategy=MAS2026.06 | 59.27 | |
| GCN-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 59.27 | |
| NAG-TASBackbone=NAG, Cascade Strategy=TAS2026.06 | 59.2 | |
| NAG-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 59.2 | |
| CR-MASBackbone=CR-Graphormer, Cascade Strategy=MAS2026.06 | 59.18 | |
| CR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 59.18 | |
| NAG-MASBackbone=NAG, Cascade Strategy=MAS2026.06 | 59 | |
| NAG-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 59 | |
| PolyFormerCategory=GTs2026.06 | 58.11 | |
| ACMGCN2026.06 | 57.81 | |
| OrderedGNN2026.06 | 57.81 | |
| GPS-TASBackbone=GraphGPS, Cascade Strategy=TAS2026.06 | 57.51 | |
| GPS-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 57.51 | |
| GTCategory=GTs2026.06 | 56.32 | |
| GPS-MASBackbone=GraphGPS, Cascade Strategy=MAS2026.06 | 55.78 | |
| GPS-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 55.78 | |
| SGFormerCategory=GTs2026.06 | 55.19 | |
| M2MGNN2026.06 | 55.16 | |
| GraphGPSCategory=GTs2026.06 | 55.11 | |
| GraphGPSBackbone=GraphGPS, Cascade Strategy=None2026.06 | 55.11 | |
| GraphGPSMethod Category=GNN-based Architectures2026.06 | 55.11 | |
| GophormerCategory=GTs2026.06 | 54.98 | |
| SpecFormerCategory=GTs2026.06 | 54.32 | |
| VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.06 | 51.7 | |
| VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 51.7 | |
| VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.06 | 50.09 | |
| VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 50.09 | |
| H2GCN2026.06 | 48.77 |