Node Classification on grid (test)
80.32AccuracyCMGNN
Evaluation results
| Method | Links | |
|---|---|---|
| CMGNN2026.06 | 80.32 | |
| GraphormerCategory=GTs2026.06 | 72.14 | |
| GloGNN2026.06 | 72.04 | |
| NAGCategory=GTs2026.06 | 70.99 | |
| NAGBackbone=NAG, Cascade Strategy=None2026.06 | 70.99 | |
| NAGMethod Category=Tokenized Sparse-Attention GTs2026.06 | 70.99 | |
| H2GCN2026.06 | 66.21 | |
| GGCN2026.06 | 65.95 | |
| GophormerCategory=GTs2026.06 | 62.62 | |
| GRAPH CASCADESVariant=NAG-MAS2026.06 | 62.25 | |
| CR-Graphormer2026.06 | 62.25 | |
| NAG-MASBackbone=NAG, Cascade Strategy=MAS2026.06 | 62.25 | |
| NAG-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 62.25 | |
| CR-MASBackbone=CR-Graphormer, Cascade Strategy=MAS2026.06 | 61.8 | |
| CR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 61.8 | |
| CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.06 | 60.74 | |
| CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 60.74 | |
| NAG-TASBackbone=NAG, Cascade Strategy=TAS2026.06 | 60.6 | |
| NAG-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 60.6 | |
| GCNCategory=GNNs2026.06 | 59.34 | |
| GCNBackbone=GCN, Cascade Strategy=None2026.06 | 59.34 | |
| GCNMethod Category=GNN-based Architectures2026.06 | 59.34 | |
| VCRCategory=GTs2026.06 | 58.32 | |
| VCRBackbone=VCR, Cascade Strategy=None2026.06 | 58.32 | |
| VCRMethod Category=Tokenized Sparse-Attention GTs2026.06 | 58.32 | |
| GCN-MASBackbone=GCN, Cascade Strategy=MAS2026.06 | 58.3 | |
| GCN-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 58.3 | |
| GraphSAGECategory=GNNs2026.06 | 58.19 | |
| GATCategory=GNNs2026.06 | 58.19 | |
| PPRGoCategory=GNNs2026.06 | 58.19 | |
| GRAND+Category=GNNs2026.06 | 58.19 | |
| GCN-TASBackbone=GCN, Cascade Strategy=TAS2026.06 | 58.19 | |
| GCN-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 58.19 | |
| ACMGCN2026.06 | 57.8 | |
| M2MGNN2026.06 | 57.8 | |
| GraphGPSCategory=GTs2026.06 | 57.41 | |
| GraphGPSBackbone=GraphGPS, Cascade Strategy=None2026.06 | 57.41 | |
| GraphGPSMethod Category=GNN-based Architectures2026.06 | 57.41 | |
| ExphormerCategory=GTs2026.06 | 57.31 | |
| SANCategory=GTs2026.06 | 57.27 | |
| GPS-TASBackbone=GraphGPS, Cascade Strategy=TAS2026.06 | 56.33 | |
| GPS-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 56.33 | |
| PolyFormerCategory=GTs2026.06 | 56.15 | |
| GPS-MASBackbone=GraphGPS, Cascade Strategy=MAS2026.06 | 55.44 | |
| GPS-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 55.44 | |
| GTCategory=GTs2026.06 | 54.64 | |
| SpecFormerCategory=GTs2026.06 | 53.77 | |
| OrderedGNN2026.06 | 53.59 | |
| SGFormerCategory=GTs2026.06 | 52.53 | |
| VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.06 | 47.84 | |
| VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 47.84 | |
| VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.06 | 44.05 | |
| VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 44.05 |