Node Classification on Amazon Computers
94.09AccuracyGAT
Evaluation results
| Method | Links | |
|---|---|---|
| GATImplementation=Ours2024.06 | 94.09 | |
| GCNImplementation=Ours2024.06 | 93.99 | |
| PolynormerImplementation=Ours2024.06 | 93.78 | |
| PolynormerImplementation=Literature2024.06 | 93.68 | |
| GraphSAGEImplementation=Ours2024.06 | 93.25 | |
| SGFormerImplementation=Ours2024.06 | 92.42 | |
| GOATImplementation=Ours2024.06 | 92.29 | |
| SGFormerImplementation=Literature2024.06 | 91.99 | |
| ExphormerImplementation=Ours2024.06 | 91.8 | |
| GraphGPSImplementation=Ours2024.06 | 91.79 | |
| AdNGCL2026.05 | 91.76 | |
| AGDN-HC2026.06 | 91.7 | |
| NAGphormerImplementation=Ours2024.06 | 91.69 | |
| AGDN-HA2026.06 | 91.63 | |
| ExphormerImplementation=Literature2024.06 | 91.47 | |
| NAGphormerImplementation=Literature2024.06 | 91.22 | |
| GraphSAGEImplementation=Literature2024.06 | 91.2 | |
| GraphSAGE2026.06 | 91.2 | |
| GraphGPSImplementation=Literature2024.06 | 91.19 | |
| USGCL2026.05 | 91 | |
| DNANumber of groups (g)=82019.04 | 90.99 | |
| GOATImplementation=Literature2024.06 | 90.96 | |
| Mowst2026.06 | 90.87 | |
| DNANumber of groups (g)=162019.04 | 90.81 | |
| GATImplementation=Literature2024.06 | 90.78 | |
| GAT2026.06 | 90.78 | |
| FilterMoE2026.06 | 90.68 | |
| DNANumber of groups (g)=12019.04 | 90.52 | |
| CUFLNumber of Participating Clients=52025.08 | 90.47 | |
| JacobiConv2026.06 | 90.47 | |
| NegAmp.2026.05 | 90.43 | |
| BGRL2026.05 | 90.34 | |
| GCNJumping Knowledge (JK) Strategy=Pool2019.04 | 90.3 | |
| GCNJumping Knowledge (JK) Strategy=Concat2019.04 | 90.27 | |
| ACMGCN2026.06 | 90.26 | |
| ChebNetII2026.06 | 90.22 | |
| ABGML2026.05 | 90.17 | |
| GGDInputs=X, A2022.06 | 90.1 | |
| ADC2026.06 | 90.07 | |
| GCNJumping Knowledge (JK) Strategy=LSTM2019.04 | 90.06 | |
| CUFLNumber of Participating Clients=102025.08 | 89.93 | |
| AFGRL2026.05 | 89.88 | |
| AF-GCL2026.05 | 89.68 | |
| GATJumping Knowledge (JK) Strategy=Concat2019.04 | 89.67 | |
| NodeMoE2026.06 | 89.66 | |
| FED-PUBNumber of Participating Clients=52025.08 | 89.65 | |
| GCN2026.06 | 89.65 | |
| LG2AR2026.05 | 89.6 | |
| ProGCL2026.05 | 89.55 | |
| GRACE2026.05 | 89.53 | |
| FedSprayNumber of Participating Clients=102025.08 | 89.46 | |
| GATJumping Knowledge (JK) Strategy=Pool2019.04 | 89.42 | |
| GCNJumping Knowledge (JK) Strategy=None2019.04 | 89.32 | |
| GPRGNN2026.06 | 89.32 | |
| FedSprayNumber of Participating Clients=52025.08 | 89.31 | |
| FED-PUBNumber of Participating Clients=102025.08 | 89.3 | |
| BGRLInputs=X, A2022.06 | 89.2 | |
| LocalNumber of Participating Clients=52025.08 | 88.96 | |
| FED-PUBNumber of Participating Clients=202025.08 | 88.96 | |
| GCA2026.05 | 88.94 | |
| CUFLNumber of Participating Clients=202025.08 | 88.78 | |
| GMoE2026.06 | 88.57 | |
| GBTInputs=X, A2022.06 | 88.5 | |
| COSTA2026.05 | 88.32 | |
| GNSN2026.05 | 88.13 | |
| FedAvgCLNumber of Participating Clients=102025.08 | 88.06 | |
| LocalNumber of Participating Clients=102025.08 | 88.05 | |
| GATJumping Knowledge (JK) Strategy=None2019.04 | 88.02 | |
| FedAvgCLNumber of Participating Clients=202025.08 | 88.02 | |
| FedSprayNumber of Participating Clients=202025.08 | 87.98 | |
| FedGNNNumber of Participating Clients=52025.08 | 87.86 | |
| FedPerNumber of Participating Clients=102025.08 | 87.76 | |
| FedGNNNumber of Participating Clients=102025.08 | 87.74 | |
| FedProxNumber of Participating Clients=102025.08 | 87.71 | |
| MVGRL2026.05 | 87.52 | |
| NodeFormerImplementation=Ours2024.06 | 87.29 | |
| GATJumping Knowledge (JK) Strategy=LSTM2019.04 | 87.26 | |
| NodeFormerImplementation=Literature2024.06 | 86.98 | |
| BLEND2026.05 | 86.9 | |
| GAMLP2026.06 | 86.76 | |
| LocalNumber of Participating Clients=202025.08 | 86.69 | |
| FedTADNumber of Participating Clients=102025.08 | 86.69 | |
| FedGTANumber of Participating Clients=52025.08 | 86.45 | |
| FedProxNumber of Participating Clients=52025.08 | 86.37 | |
| FedPerNumber of Participating Clients=52025.08 | 86.34 | |
| FedAvgCLNumber of Participating Clients=52025.08 | 86.08 | |
| GRAND++2026.05 | 85.73 | |
| GATNumber of runs=1002022.04 | 85.7 | |
| SuperGATMxNumber of runs=1002022.04 | 85.7 | |
| FedAvgNumber of Participating Clients=52025.08 | 85.69 | |
| GAT-ppr 32026.05 | 85.4 | |
| FedSage+Number of Participating Clients=52025.08 | 85.37 | |
| FedAvgNumber of Participating Clients=102025.08 | 85.18 | |
| GCN-MPPRvariant=M32026.02 | 84.79 | |
| GCN-MPPRvariant=M52026.02 | 84.79 | |
| GCN-MPPRvariant=M42026.02 | 84.75 | |
| GCN-MPPRaggregation=Mean2026.02 | 84.7 | |
| GCN-MPPRvariant=M22026.02 | 84.68 | |
| GCN-MPPRvariant=M62026.02 | 84.68 | |
| GCN-MPPRvariant=M12026.02 | 84.67 |