Node Classification on Cora Synthetic (test)
99.62AccuracyRCL
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RCLBackbone=GCN2023.10 | 99.62 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GCN2023.10 | 98.61 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GIN2023.10 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GIN2023.10 | 98.19 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GIN2023.10 | 98.02 | — | — | — | — | — | — | — | — | — | — | — | |
| GINBackbone=GIN2023.10 | 97.82 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 97.66 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GCN2023.10 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | |
| GCNBackbone=GCN2023.10 | 97.48 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GCN2023.10 | 97.42 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GCN2023.10 | 97.34 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GCN2023.10 | 97.16 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GIN2023.10 | 97.08 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GIN2023.10 | 96.54 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GraphSAGE2023.10 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GraphSAGE2023.10 | 95.91 | — | — | — | — | — | — | — | — | — | — | — | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 95.26 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GraphSAGE2023.10 | 95.21 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GIN2023.10 | 94.88 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 94.86 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GIN2023.10 | 94.25 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GCN2023.10 | 94.19 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GIN2023.10 | 93.65 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GCN2023.10 | 93.54 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 93.34 | — | — | — | — | — | — | — | — | — | — | — | |
| GCNBackbone=GCN2023.10 | 93.27 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GIN2023.10 | 93.21 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GCN2023.10 | 93.16 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GCN2023.10 | 93.1 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GIN2023.10 | 92.57 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GraphSAGE2023.10 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GraphSAGE2023.10 | 91.79 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GraphSAGE2023.10 | 91.58 | — | — | — | — | — | — | — | — | — | — | — | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 91.42 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 91.31 | — | — | — | — | — | — | — | — | — | — | — | |
| GINBackbone=GIN2023.10 | 90.57 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GCN2023.10 | 90.31 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GIN2023.10 | 89.96 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GraphSAGE2023.10 | 87.81 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GIN2023.10 | 85.63 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GCN2023.10 | 85.02 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GCN2023.10 | 84.54 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 83.76 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GraphSAGE2023.10 | 82.86 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GraphSAGE2023.10 | 82.65 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GraphSAGE2023.10 | 81.27 | — | — | — | — | — | — | — | — | — | — | — | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 80.88 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GIN2023.10 | 80.61 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 79.65 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GraphSAGE2023.10 | 79.65 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GCN2023.10 | 79.37 | — | — | — | — | — | — | — | — | — | — | — | |
| GCNBackbone=GCN2023.10 | 77.94 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GIN2023.10 | 77.81 | — | — | — | — | — | — | — | — | — | — | — | |
| GINBackbone=GIN2023.10 | 77.55 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GCN2023.10 | 77.52 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 76.99 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GIN2023.10 | 76.98 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GCN2023.10 | 76.96 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GIN2023.10 | 76.95 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GIN2023.10 | 75.83 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GraphSAGE2023.10 | 75.51 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GCN2023.10 | 75.37 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GCN2023.10 | 73.98 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GraphSAGE2023.10 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GraphSAGE2023.10 | 72.14 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 71.39 | — | — | — | — | — | — | — | — | — | — | — | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 71.06 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GIN2023.10 | 71.02 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GraphSAGE2023.10 | 70.83 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 70.6 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GCN2023.10 | 70.23 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GraphSAGE2023.10 | 69.41 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GraphSAGE2023.10 | 69.25 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GraphSAGE2023.10 | 68.47 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GIN2023.10 | 68.29 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GraphSAGE2023.10 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 67.33 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GraphSAGE2023.10 | 67.12 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GraphSAGE2023.10 | 66.75 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 66.65 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GCN2023.10 | 65.82 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GIN2023.10 | 65.81 | — | — | — | — | — | — | — | — | — | — | — | |
| PTDNetBackbone=GraphSAGE2023.10 | 65.72 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GraphSAGE2023.10 | 65.71 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GCN2023.10 | 65.39 | — | — | — | — | — | — | — | — | — | — | — | |
| GCNBackbone=GCN2023.10 | 65.17 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GCN2023.10 | 65.1 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GCN2023.10 | 65.04 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GraphSAGE2023.10 | 64.42 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GIN2023.10 | 64.12 | — | — | — | — | — | — | — | — | — | — | — | |
| GINBackbone=GIN2023.10 | 64.08 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GCN2023.10 | 63.06 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GIN2023.10 | 62.81 | — | — | — | — | — | — | — | — | — | — | — | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 62.57 | — | — | — | — | — | — | — | — | — | — | — | |
| CLNodesBackbone=GIN2023.10 | 62.53 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GIN2023.10 | 62.08 | — | — | — | — | — | — | — | — | — | — | — | |
| RCLBackbone=GCN2023.10 | 62.06 | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | |
| ProGNNBackbone=GraphSAGE2023.10 | 58.57 | — | — | — | — | — | — | — | — | — | — | — | |
| GNNSVDBackbone=GCN2023.10 | 58.45 | — | — | — | — | — | — | — | — | — | — | — |