Node Classification on wiki (test)
84.57AccuracyGraphSAGE
Evaluation results
| Method | Links | |
|---|---|---|
| GraphSAGECategory=GNNs2026.06 | 84.57 | |
| PPRGoCategory=GNNs2026.06 | 84.16 | |
| GCNCategory=GNNs2026.06 | 83.89 | |
| GCNBackbone=GCN, Cascade Strategy=None2026.06 | 83.89 | |
| GCNMethod Category=GNN-based Architectures2026.06 | 83.89 | |
| ExphormerCategory=GTs2026.06 | 83.84 | |
| GRAPH CASCADESVariant=GCN-TAS2026.06 | 83.54 | |
| GCN-TASBackbone=GCN, Cascade Strategy=TAS2026.06 | 83.54 | |
| GCN-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 83.54 | |
| GRAND+Category=GNNs2026.06 | 83.38 | |
| GophormerCategory=GTs2026.06 | 83.34 | |
| CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.06 | 83.04 | |
| CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 83.04 | |
| VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.06 | 82.84 | |
| VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 82.84 | |
| VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.06 | 82.68 | |
| VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 82.68 | |
| CR-MASBackbone=CR-Graphormer, Cascade Strategy=MAS2026.06 | 82.65 | |
| CR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 82.65 | |
| NAG-TASBackbone=NAG, Cascade Strategy=TAS2026.06 | 82.59 | |
| NAG-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 82.59 | |
| NAGCategory=GTs2026.06 | 82.4 | |
| NAGBackbone=NAG, Cascade Strategy=None2026.06 | 82.4 | |
| NAGMethod Category=Tokenized Sparse-Attention GTs2026.06 | 82.4 | |
| NAG-MASBackbone=NAG, Cascade Strategy=MAS2026.06 | 82.38 | |
| NAG-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 82.38 | |
| GCN-MASBackbone=GCN, Cascade Strategy=MAS2026.06 | 81.79 | |
| GCN-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 81.79 | |
| VCRCategory=GTs2026.06 | 78.46 | |
| VCRBackbone=VCR, Cascade Strategy=None2026.06 | 78.46 | |
| VCRMethod Category=Tokenized Sparse-Attention GTs2026.06 | 78.46 | |
| PolyFormerCategory=GTs2026.06 | 73.18 | |
| SpecFormerCategory=GTs2026.06 | 71.82 | |
| SGFormerCategory=GTs2026.06 | 67.03 | |
| A2DUG2023.06 | 65.13 | |
| att-Node-level NLSFstype=Node-level2024.06 | 62.44 | |
| LINKXgraph_type=directed2023.06 | 62.08 | |
| OptBasisGNN2024.06 | 61.85 | |
| LINKXgraph_type=undirected2023.06 | 61.02 | |
| ChebNetII2024.06 | 60.95 | |
| LINKXsampling_strategy=i.i.d. node minibatching2021.10 | 59.8 | |
| LINKX2024.06 | 59.8 | |
| LINKgraph_type=directed2023.06 | 59.69 | |
| BernNet2024.06 | 59.02 | |
| GPRGNN2024.06 | 58.73 | |
| LINKgraph_type=undirected2023.06 | 58.42 | |
| FSGNN2023.06 | 58.4 | |
| LINKsampling_strategy=i.i.d. node minibatching2021.10 | 57.11 | |
| LINK2024.06 | 57.11 | |
| MixHopsampling_strategy=GraphSAINT-RW2021.10 | 49.15 | |
| GCNJKsampling_strategy=GraphSAINT-RW2021.10 | 47.39 | |
| MixHopsampling_strategy=GraphSAINT-Node2021.10 | 47.39 | |
| SGC2023.06 | 45.07 | |
| GCNJKsampling_strategy=GraphSAINT-Node2021.10 | 44.86 | |
| MLP2023.06 | 39.74 | |
| MLPsampling_strategy=i.i.d. node minibatching2021.10 | 37.38 |