Node Classification on OGBN-Products
89.4AccuracyFIT-GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| FIT-GNNCoarsening Ratio=0.5, Coarsening Algorithm=variation_neighborhoods, Training/Validation Split=0.038% training, 0.057% validation2024.10 | 89.4 | |
| FullTraining/Validation Split=8% training, 2% validation2024.10 | 87.3 | |
| FDiff-scaleBase Model=MLP2020.10 | 84.55 | |
| FDiff-scaleBase Model=MLP2020.10 | 84.18 | |
| FDiff-scaleBase Model=Linear2020.10 | 83.27 | |
| RNSRuntime (s)=11m30s, GPU (GB)=20.35, RAM (GB)=1.932026.05 | 83.11 | |
| FDiff-scaleBase Model=Linear2020.10 | 83.01 | |
| FDiff-scaleBase Model=Plain Linear2020.10 | 82.89 | |
| SAINTRuntime (s)=1h37m30s, GPU (GB)=19.79, RAM (GB)=4.322026.05 | 82.71 | |
| SOTA2020.10 | 82.56 | |
| SOTA2020.10 | 82.56 | |
| FDiff-scaleBase Model=Plain Linear2020.10 | 82.54 | |
| ClusterGCNRuntime (s)=55m50s, GPU (GB)=19.89, RAM (GB)=11.552026.05 | 81.51 | |
| AutoscaleBase Model=Linear2020.10 | 80.56 | |
| Neighborhood samplingRuntime (s)=3h32m43s, GPU (GB)=24.59, RAM (GB)=10.512026.05 | 80.56 | |
| AutoscaleBase Model=Plain Linear2020.10 | 80.55 | |
| FullRuntime (s)=45m50s, GPU (GB)=62.06, RAM (GB)=1.582026.05 | 80.42 | |
| AutoscaleBase Model=Linear2020.10 | 80.25 | |
| AutoscaleBase Model=Plain Linear2020.10 | 80.24 | |
| fCWN2026.05 | 80.1 | |
| AutoscaleBase Model=MLP2020.10 | 79.29 | |
| TAPE2026.04 | 79.23 | |
| DuConTE2026.04 | 78.8 | |
| AutoscaleBase Model=MLP2020.10 | 78.6 | |
| SAGEConv2026.05 | 78.5 | |
| LADIESRuntime (s)=4h28m40s, GPU (GB)=40.90, RAM (GB)=3.092026.05 | 78.33 | |
| HGNN2026.05 | 78.3 | |
| GraphBridge2026.04 | 77.92 | |
| ENGINE2026.04 | 77.68 | |
| sCWNc2026.05 | 76.6 | |
| BERT2026.04 | 76.45 | |
| SimTeG2026.04 | 76.43 | |
| GIN2026.05 | 76.4 | |
| GCN2026.05 | 76.3 | |
| RoBERTa-large2026.04 | 76.24 | |
| SGC2026.05 | 76.1 | |
| GLEM2026.04 | 76.04 | |
| RoBERTa-base2026.04 | 76.03 | |
| Plain GCN2020.10 | 75.64 | |
| Sentence-BERT2026.04 | 74.98 | |
| LP2020.10 | 74.76 | |
| COMBA2026.02 | 73.5 | |
| GCNAggregation=SSMA2024.09 | 72.3 | |
| Cluster-GCN2026.02 | 71.7 | |
| GraphSAGE2026.04 | 70.56 | |
| SGCBase Model=Plain Linear2020.10 | 68.83 | |
| GraphFormers2026.04 | 68.09 | |
| GraphGPSAggregation=SSMA2024.09 | 67.62 | |
| NodeFormer2026.04 | 67.37 | |
| GATAggregation=SSMA2024.09 | 67.3 | |
| GINAggregation=SSMA2024.09 | 67 | |
| GATv2Aggregation=SSMA2024.09 | 66.4 | |
| RAG-GFMSetting=LODO (domain), m-shot=52026.01 | 64.2 | |
| PNAAggregation=SSMA2024.09 | 63.9 | |
| GCNAggregation=Sum, Reproduced=true2024.09 | 63.8 | |
| Base PredictionBase Model=MLP2020.10 | 63.41 | |
| GraphCLIPSetting=LODO (domain), m-shot=52026.01 | 62.6 | |
| UniGraphSetting=LODO (domain), m-shot=52026.01 | 61 | |
| GATAggregation=Sum, Reproduced=true2024.09 | 60.6 | |
| ZeroGSetting=LODO (domain), m-shot=52026.01 | 59.9 | |
| GATv2Aggregation=Sum, Reproduced=true2024.09 | 56.7 | |
| MDGPTSetting=LODO (domain), m-shot=52026.01 | 56.6 | |
| SAMGPTSetting=LODO (domain), m-shot=52026.01 | 56.2 | |
| RAG-GFMSetting=LODO (domain), m-shot=12026.01 | 55.4 | |
| OFASetting=LODO (domain), m-shot=52026.01 | 55.3 | |
| GINAggregation=Sum, Reproduced=true2024.09 | 54.8 | |
| MDGFMSetting=LODO (domain), m-shot=52026.01 | 54.7 | |
| UniGraphSetting=LODO (domain), m-shot=12026.01 | 53.8 | |
| GraphCLIPSetting=LODO (domain), m-shot=12026.01 | 53.4 | |
| ZeroGSetting=LODO (domain), m-shot=12026.01 | 53.2 | |
| GCOPESetting=LODO (domain), m-shot=52026.01 | 51.4 | |
| GraphCLSetting=LODO (domain), m-shot=52026.01 | 50.5 | |
| DGISetting=LODO (domain), m-shot=52026.01 | 50.1 | |
| Base PredictionBase Model=Linear2020.10 | 50.05 | |
| SAMGPTSetting=LODO (domain), m-shot=12026.01 | 49.8 | |
| MDGPTSetting=LODO (domain), m-shot=12026.01 | 49.1 | |
| OFASetting=LODO (domain), m-shot=12026.01 | 49.1 | |
| GraphGPSAggregation=Sum, Reproduced=true2024.09 | 48.89 | |
| MDGFMSetting=LODO (domain), m-shot=12026.01 | 48.5 | |
| GCNSetting=LODO (domain), m-shot=52026.01 | 48.1 | |
| GATSetting=LODO (domain), m-shot=52026.01 | 48.1 | |
| Base PredictionBase Model=Plain Linear2020.10 | 47.73 | |
| GCOPESetting=LODO (domain), m-shot=12026.01 | 47.7 | |
| GraphCLSetting=LODO (domain), m-shot=12026.01 | 46.1 | |
| DGISetting=LODO (domain), m-shot=12026.01 | 46 | |
| PNAAggregation=Sum, Reproduced=true2024.09 | 45.6 | |
| GCNSetting=LODO (domain), m-shot=12026.01 | 44.7 | |
| GATSetting=LODO (domain), m-shot=12026.01 | 44.6 |