Node Classification on amazon-ratings
56.72AccuracySAGE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAGERefinement=TS2026.05 | 56.72 | — | — | |
| GAT†Recipe=Deep2026.05 | 55.96 | — | — | |
| GraphTARIF2026.05 | 55.86 | — | — | |
| SAGE†Recipe=Deep2026.05 | 55.85 | — | — | |
| GATRefinement=TS2026.05 | 55.73 | — | — | |
| MAVNBackbone=GraphSAGE2026.06 | 55.63 | — | — | |
| GATImplementation=ours2024.06 | 55.54 | — | — | |
| GAT*variant=enhanced2026.06 | 55.54 | — | — | |
| GraphSAGEImplementation=ours2024.06 | 55.4 | — | — | |
| GraphSAGE*variant=enhanced2026.06 | 55.4 | — | — | |
| UniGCN2026.06 | 55.34 | — | — | |
| MAVNBackbone=GAT2026.06 | 55.31 | — | — | |
| SAGE2026.05 | 55.18 | — | — | |
| GQT + RGVQ2025.08 | 55.16 | — | — | |
| GAT2026.06 | 55.12 | — | — | |
| GAT2026.05 | 55.09 | — | — | |
| GraphSAGE2026.06 | 55.04 | — | — | |
| PolynormerImplementation=ours2024.06 | 54.96 | — | — | |
| Polynormer2026.05 | 54.96 | — | — | |
| NIDGATSetting=Transductive2024.05 | 54.92 | — | — | |
| GATSetting=Transductive2024.05 | 54.88 | — | — | |
| Polynormer-rNumber of runs=10, Activation=ReLU2024.03 | 54.81 | — | — | |
| PolynormerImplementation=reported2024.06 | 54.81 | — | — | |
| Polynormer2026.02 | 54.81 | — | — | |
| Polynormer2026.05 | 54.81 | — | — | |
| Polynormer2026.06 | 54.81 | — | — | |
| GQT + AP2025.08 | 54.54 | — | — | |
| GQT + PT2025.08 | 54.5 | — | — | |
| Best 2LLayers=22026.05 | 54.49 | — | — | |
| PolynormerNumber of runs=10, Activation=Default2024.03 | 54.46 | — | — | |
| PolynormerSetting=Transductive2024.05 | 54.46 | — | — | |
| GQT + Reset2025.08 | 54.41 | — | — | |
| SIGN+robust diffusion and HRP=true2026.05 | 54.4 | — | — | |
| SIES2026.06 | 54.36 | — | — | |
| AGDN-HC2026.06 | 54.32 | — | — | |
| Mowst2026.06 | 54.29 | — | — | |
| NT2026.04 | 54.25 | — | — | |
| GraphCON2026.06 | 54.19 | — | — | |
| CO-GNNAggregation Function=(µ, µ)2026.02 | 54.17 | — | — | |
| Co-GNN2026.06 | 54.17 | — | — | |
| GCN†Recipe=Deep2026.05 | 54.15 | — | — | |
| SGFormerSetting=Transductive2024.05 | 54.14 | — | — | |
| SGFormerImplementation=ours2024.06 | 54.14 | — | — | |
| SGFormer2026.05 | 54.14 | — | — | |
| SIGNrobust diffusion and HRP=false2026.05 | 54.1 | — | — | |
| GQT + EMA2025.08 | 54.1 | — | — | |
| GMN2026.02 | 54.07 | — | — | |
| SIGN2026.06 | 54.07 | — | — | |
| GCNRefinement=TS2026.05 | 54.06 | — | — | |
| GQT2025.08 | 54.04 | — | — | |
| GQT + SimVQ2025.08 | 53.98 | — | — | |
| MAVNBackbone=GCN2026.06 | 53.94 | — | — | |
| AGDN-HA2026.06 | 53.93 | — | — | |
| GCNImplementation=ours2024.06 | 53.8 | — | — | |
| HOGA+robust diffusion and HRP=true2026.05 | 53.8 | — | — | |
| GCN*variant=enhanced2026.06 | 53.8 | — | — | |
| BuNN2026.05 | 53.74 | — | — | |
| MP-SSM2026.02 | 53.65 | — | — | |
| GCN2026.05 | 53.64 | — | — | |
| GraphSAGENumber of runs=102024.03 | 53.63 | — | — | |
| GraphSAGEImplementation=reported2024.06 | 53.63 | — | — | |
| SAGE2026.02 | 53.63 | — | — | |
| GraphSAGE2026.04 | 53.63 | — | — | |
| GraphSAGE2026.06 | 53.63 | — | — | |
| SAGErobust diffusion and HRP=false2026.05 | 53.6 | — | — | |
| GARNN+robust diffusion and HRP=true2026.05 | 53.6 | — | — | |
| GCNSetting=Transductive2024.05 | 53.57 | — | — | |
| NIDGCNSetting=Transductive2024.05 | 53.55 | — | — | |
| FilterMoE2026.06 | 53.55 | — | — | |
| ExphormerNumber of runs=102024.03 | 53.51 | — | — | |
| EXPHORMERBackbone=GAT2024.11 | 53.51 | — | — | |
| Exphormer2026.02 | 53.51 | — | — | |
| Exphomer2025.08 | 53.51 | — | — | |
| SL-GATBackbone=GAT2025.11 | 53.5 | — | — | |
| GRAMA_GCN2026.02 | 53.48 | — | — | |
| OURSPipeline=B (LCF-Net)2026.05 | 53.44 | — | — | |
| L2G-Net2026.02 | 53.41 | — | — | |
| GCN2026.06 | 53.38 | — | — | |
| GraphGPSImplementation=ours2024.06 | 53.27 | — | — | |
| GraphGPS2026.05 | 53.27 | — | — | |
| GARNNrobust diffusion and HRP=false2026.05 | 53.2 | — | — | |
| Stable-ChebNet2026.02 | 53.15 | — | — | |
| GraphGPSNumber of runs=102024.03 | 53.1 | — | — | |
| GraphGPSImplementation=reported2024.06 | 53.1 | — | — | |
| GRAPHGPS2024.11 | 53.1 | — | — | |
| GPS2026.02 | 53.1 | — | — | |
| GraphGPS2026.05 | 53.1 | — | — | |
| GraphGPS2025.08 | 53.1 | — | — | |
| ACMGCN2026.06 | 53.06 | — | — | |
| BloomGML2026.04 | 52.92 | — | — | |
| GCN+ReP2026.05 | 52.75 | — | — | |
| ReP2026.06 | 52.75 | — | — | |
| FSGNNNumber of runs=102024.03 | 52.74 | — | — | |
| APPNPSetting=Transductive2024.05 | 52.74 | — | — | |
| FSGNNImplementation=reported2024.06 | 52.74 | — | — | |
| FSGNN2026.02 | 52.74 | — | — | |
| FSGNN2026.05 | 52.74 | — | — | |
| GAT-sepNumber of runs=102024.03 | 52.7 | — | — | |
| GATImplementation=reported2024.06 | 52.7 | — | — | |
| GAT-sep2026.04 | 52.7 | — | — |