Node Classification on Amazon Photo
97.02AccuracySAGE†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAGE†Recipe=Deep2026.05 | 97.02 | — | |
| GAT†Recipe=Deep2026.05 | 96.84 | — | |
| GraphSAGEImplementation=Ours2024.06 | 96.78 | — | |
| AGDN-HC2026.06 | 96.78 | — | |
| AGDN-HA2026.06 | 96.75 | — | |
| GATImplementation=Ours2024.06 | 96.6 | — | |
| PolynormerImplementation=Ours2024.06 | 96.57 | — | |
| GCN†Recipe=Deep2026.05 | 96.47 | — | |
| PolynormerImplementation=Literature2024.06 | 96.46 | — | |
| Polynormer2026.05 | 96.46 | — | |
| GJDNetPtb Rate=0.00, Attack Method=Min-Max attack, Graph Type=assortative2026.06 | 96.38 | — | |
| Mowst2026.06 | 96.36 | — | |
| OURSPipeline=A2026.05 | 96.34 | — | |
| NAGphormerImplementation=Ours2024.06 | 96.14 | — | |
| GCNImplementation=Ours2024.06 | 96.1 | — | |
| TAU2025.10 | 96.03 | — | |
| GMoE2026.06 | 95.91 | — | |
| FilterMoE2026.06 | 95.88 | — | |
| GQT2025.10 | 95.73 | — | |
| ExphormerImplementation=Ours2024.06 | 95.69 | — | |
| SGFormerImplementation=Ours2024.06 | 95.58 | — | |
| NAGphormerImplementation=Literature2024.06 | 95.49 | — | |
| NAGphormer2025.10 | 95.49 | — | |
| ExphormerImplementation=Literature2024.06 | 95.35 | — | |
| Exphormer2025.10 | 95.27 | — | |
| NodeMoE2026.06 | 95.19 | — | |
| AdNGCL2026.05 | 95.11 | — | |
| SGFormerImplementation=Literature2024.06 | 95.1 | — | |
| SGFormer2026.05 | 95.1 | — | |
| GraphGPSImplementation=Literature2024.06 | 95.06 | — | |
| GraphGPS2025.10 | 95.06 | — | |
| GraphGPS2026.05 | 95.06 | — | |
| DNANumber of groups (g)=162019.04 | 95 | — | |
| ACMGCN2026.06 | 94.97 | — | |
| DNANumber of groups (g)=82019.04 | 94.96 | — | |
| GATJumping Knowledge (JK) Strategy=Concat2019.04 | 94.93 | — | |
| DNANumber of groups (g)=12019.04 | 94.89 | — | |
| GraphGPSImplementation=Ours2024.06 | 94.89 | — | |
| BaseM=GNN B2026.06 | 94.81 | — | |
| GNNMERGEM=GNN B2026.06 | 94.81 | — | |
| GATJumping Knowledge (JK) Strategy=Pool2019.04 | 94.8 | — | |
| GCNJumping Knowledge (JK) Strategy=Concat2019.04 | 94.74 | — | |
| BaseM=GNN A2026.06 | 94.72 | — | |
| GNNMERGEM=GNN A2026.06 | 94.72 | — | |
| JacobiConv2026.06 | 94.7 | — | |
| GCNJumping Knowledge (JK) Strategy=Pool2019.04 | 94.64 | — | |
| ADC2026.06 | 94.64 | — | |
| GraphSAGEImplementation=Literature2024.06 | 94.59 | — | |
| GraphSAGE2026.06 | 94.59 | — | |
| GCNJumping Knowledge (JK) Strategy=LSTM2019.04 | 94.54 | — | |
| GPRGNN2025.10 | 94.49 | — | |
| GPRGNN2026.06 | 94.49 | — | |
| GATJumping Knowledge (JK) Strategy=LSTM2019.04 | 94.47 | — | |
| DSF2026.06 | 94.43 | — | |
| GOATImplementation=Ours2024.06 | 94.33 | — | |
| APPNP2025.10 | 94.32 | — | |
| USGCL2026.05 | 94.2 | — | |
| LG2AR2026.05 | 94.1 | — | |
| NegAmp.2026.05 | 94.09 | — | |
| GATImplementation=Literature2024.06 | 93.87 | — | |
| GAT2025.10 | 93.87 | — | |
| GAT2026.06 | 93.87 | — | |
| Cautious Pseudo Labelingbackbone=GAT2023.10 | 93.72 | — | |
| M3Sbackbone=GAT2023.10 | 93.71 | — | |
| ProGCL2026.05 | 93.64 | — | |
| PPRGo2025.10 | 93.61 | — | |
| DR-GSTbackbone=GAT2023.10 | 93.6 | — | |
| Cautious Pseudo Labelingbackbone=APPNP2023.10 | 93.48 | — | |
| NodeFormerImplementation=Literature2024.06 | 93.46 | — | |
| ABGML2026.05 | 93.46 | — | |
| NodeFormer2025.10 | 93.46 | — | |
| GCN-MPPRvariant=M12026.02 | 93.45 | — | |
| NodeFormerImplementation=Ours2024.06 | 93.43 | — | |
| GCN-MPPRvariant=M62026.02 | 93.39 | — | |
| GCN-MPPRvariant=M22026.02 | 93.36 | — | |
| GCN-MPPRvariant=M52026.02 | 93.33 | — | |
| GATvariant=Raw2023.10 | 93.26 | — | |
| GCN-MPPRaggregation=Mean2026.02 | 93.26 | — | |
| GCN-MPPRvariant=M32026.02 | 93.24 | — | |
| AFGRL2026.05 | 93.22 | — | |
| M3Sbackbone=APPNP2023.10 | 93.21 | — | |
| BGRL2026.05 | 93.17 | — | |
| GCN-MPPRvariant=M72026.02 | 93.16 | — | |
| Cautious Pseudo Labelingbackbone=GCN2023.10 | 93.15 | — | |
| DR-GSTbackbone=APPNP2023.10 | 93.12 | — | |
| GCNJumping Knowledge (JK) Strategy=None2019.04 | 93.11 | — | |
| DR-GSTbackbone=GCN2023.10 | 93.07 | — | |
| APPNPvariant=Raw2023.10 | 93.05 | — | |
| CUFLNumber of Participating Clients=52025.08 | 93.01 | — | |
| GATJumping Knowledge (JK) Strategy=None2019.04 | 93 | — | |
| FED-PUBNumber of Participating Clients=52025.08 | 92.97 | — | |
| GOATImplementation=Literature2024.06 | 92.96 | — | |
| GCN-MPPRvariant=M42026.02 | 92.95 | — | |
| JKDiffusion Type=Heat2019.10 | 92.93 | — | |
| GCNImplementation=Literature2024.06 | 92.92 | — | |
| Cautious Pseudo Labelingbackbone=GraphSAGE2023.10 | 92.9 | — | |
| GCNDiffusion Type=Heat2019.10 | 92.82 | — | |
| GRACE2026.05 | 92.78 | — | |
| FedGTANumber of Participating Clients=52025.08 | 92.73 | — | |
| GCN2025.10 | 92.7 | — |