Node Classification on Cora Full
88.49AccuracyGCNII
Evaluation Results
| Method | Links | |
|---|---|---|
| GCNIISetting=Full-supervised, Layers=642020.07 | 88.49 | |
| GCNII*Setting=Full-supervised, Layers=642020.07 | 88.01 | |
| APPNPSetting=Full-supervised2020.07 | 87.87 | |
| JKNet(Drop)Setting=Full-supervised, Layers=162020.07 | 87.46 | |
| Incep(Drop)Setting=Full-supervised, Layers=82020.07 | 86.86 | |
| GATSetting=Full-supervised2020.07 | 86.37 | |
| GCNSetting=Full-supervised2020.07 | 85.77 | |
| Geom-GCN-SSetting=Full-supervised2020.07 | 85.27 | |
| JKNetSetting=Full-supervised, Layers=162020.07 | 85.25 | |
| Geom-GCN-ISetting=Full-supervised2020.07 | 85.19 | |
| Geom-GCN-PSetting=Full-supervised2020.07 | 84.93 | |
| STAGNN2023.10 | 72.65 | |
| RicciKGE2025.12 | 72.51 | |
| GNRF2025.12 | 72.14 | |
| VecFormerCategory=VQ GT2026.02 | 72.14 | |
| CNAArchitecture=TransformerConv2024.12 | 71.82 | |
| NAGphormer2023.10 | 71.51 | |
| CoLinkDistArchitecture=CoLinkDist2024.12 | 70.32 | |
| SGFormerCategory=GT2026.02 | 70.11 | |
| SAGECategory=GNN2026.02 | 68.59 | |
| GCN2025.12 | 68.06 | |
| GAT2025.12 | 67.55 | |
| GCNCategory=GNN2026.02 | 67.44 | |
| GPRGNN2023.10 | 67.12 | |
| GATCategory=GNN2026.02 | 66.74 | |
| DNANumber of groups (g)=162019.04 | 66.64 | |
| PolynormerCategory=GT2026.02 | 66.54 | |
| DNANumber of groups (g)=82019.04 | 66.5 | |
| GLITTERsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 66.2 | |
| GATJumping Knowledge (JK) Strategy=Concat2019.04 | 66.18 | |
| GATJumping Knowledge (JK) Strategy=None2019.04 | 65.7 | |
| GCNJumping Knowledge (JK) Strategy=Concat2019.04 | 65.62 | |
| NAGphormerCategory=GT2026.02 | 65.51 | |
| APPNP2023.10 | 65.16 | |
| GCNJumping Knowledge (JK) Strategy=Pool2019.04 | 65.14 | |
| GAT2023.10 | 64.47 | |
| DNANumber of groups (g)=12019.04 | 63.72 | |
| G-Metasetting=5-way 3-shot, graph_environment=single-graph2022.10 | 63.7 | |
| ExphormerCategory=GT2026.02 | 63.7 | |
| VQGraphCategory=VQ GNN2026.02 | 63.63 | |
| RALEsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 63.4 | |
| GCNJumping Knowledge (JK) Strategy=None2019.04 | 62.55 | |
| GCNreported_in=Shchur et al., 20182019.09 | 62.2 | |
| GPNsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 62.1 | |
| GraphMix (GCN)backbone=GCN2019.09 | 61.8 | |
| GCN2023.10 | 61.76 | |
| GATJumping Knowledge (JK) Strategy=Pool2019.04 | 61.52 | |
| GT2023.10 | 61.05 | |
| GraphMix (Graph-U-Net)backbone=Graph-U-Net2019.09 | 60.92 | |
| NodeFormerCategory=GT2026.02 | 60.14 | |
| GCNimplementation=this paper2019.09 | 60.13 | |
| Graph-U-Net2019.09 | 59.82 | |
| MoNetreported_in=Shchur et al., 20182019.09 | 59.8 | |
| Meta-GNNsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 59.7 | |
| SuperGATMxNumber of runs=1002022.04 | 59.6 | |
| GCNNumber of runs=1002022.04 | 59.5 | |
| GraphSAGENumber of runs=1002022.04 | 59.2 | |
| GraphGPSCategory=GT2026.02 | 59.11 | |
| SAN2023.10 | 59.01 | |
| GATNumber of runs=1002022.04 | 58.7 | |
| GS-Meanreported_in=Shchur et al., 20182019.09 | 58.6 | |
| GraphSaintBackbone=GCN2021.03 | 58.3 | |
| ThanosBackbone=GCN2021.03 | 57.4 | |
| KNNsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 56.9 | |
| Vanilla GCNBackbone=GCN2021.03 | 56.5 | |
| LADIESBackbone=GCN2021.03 | 56.4 | |
| ThanosBackbone=GAT2021.03 | 55.9 | |
| SuperGATSDNumber of runs=1002022.04 | 55.8 | |
| GraphGPS2023.10 | 55.76 | |
| BanditSamplerBackbone=GCN2021.03 | 55.5 | |
| GATJumping Knowledge (JK) Strategy=LSTM2019.04 | 55.41 | |
| GraphSageBackbone=GCN2021.03 | 55.4 | |
| GCNJumping Knowledge (JK) Strategy=LSTM2019.04 | 55.39 | |
| BanditSamplerBackbone=GAT2021.03 | 54.4 | |
| MAMLsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 54 | |
| GOATCategory=GT2026.02 | 53.3 | |
| GLITTERsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 52 | |
| GATreported_in=Shchur et al., 20182019.09 | 51.9 | |
| Vanilla GATBackbone=GAT2021.03 | 51.9 | |
| ProtoNetsetting=5-way 3-shot, graph_environment=single-graph2022.10 | 49.6 | |
| G-Metasetting=10-way 3-shot, graph_environment=single-graph2022.10 | 47.6 | |
| GPNsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 47.3 | |
| RALEsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 45.2 | |
| Meta-GNNsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 42.5 | |
| KNNsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 42.4 | |
| ProtoNetsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 41.4 | |
| ClusterGCNBackbone=GCN2021.03 | 39 | |
| MAMLsetting=10-way 3-shot, graph_environment=single-graph2022.10 | 38.1 |