Graph Classification on CMNIST-75sp unbiased (test)
82.73AccuracyDisCGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| DisCGCNBias=0.82022.09 | 82.73 | |
| DisCBackbone=GCN, Bias factor=0.82022.09 | 82.6 | |
| DisCBackbone=GIN, Bias factor=0.82022.09 | 82.1 | |
| DiSCGCNIIBias=0.82022.09 | 79.65 | |
| DisCBackbone=GCNII, Bias factor=0.82022.09 | 79.5 | |
| DisCBackbone=GCN, Bias factor=0.92022.09 | 78.14 | |
| LDDBackbone=GCNII, Bias factor=0.82022.09 | 78.03 | |
| DiSCGINBias=0.82022.09 | 77.8 | |
| DisCGCNBias=0.92022.09 | 77.7 | |
| StableGNNBias factor=0.82022.09 | 77.65 | |
| DiSCGCNIIBias=0.92022.09 | 76.63 | |
| DisCBackbone=GCNII, Bias factor=0.92022.09 | 76 | |
| DisCBackbone=GIN, Bias factor=0.92022.09 | 74.9 | |
| DiSCGINBias=0.92022.09 | 73 | |
| FactorGCNBias factor=0.82022.09 | 72.3 | |
| GCNIIBias factor=0.82022.09 | 69.7 | |
| LDDBackbone=GCNII, Bias factor=0.92022.09 | 69.53 | |
| StableGNNBias factor=0.92022.09 | 68.87 | |
| DisCGCNBias=0.952022.09 | 65.48 | |
| LDDBackbone=GCN, Bias factor=0.82022.09 | 64.95 | |
| LDDBackbone=GIN, Bias factor=0.82022.09 | 64.88 | |
| DisCBackbone=GCN, Bias factor=0.952022.09 | 63.47 | |
| FactorGCNBias factor=0.92022.09 | 62.35 | |
| DiffPoolBias factor=0.82022.09 | 62.35 | |
| DisCBackbone=GCNII, Bias factor=0.952022.09 | 60.54 | |
| DiSCGCNIIBias=0.952022.09 | 60 | |
| DiSCGINBias=0.952022.09 | 58.8 | |
| DisCBackbone=GIN, Bias factor=0.952022.09 | 58.58 | |
| GINBias factor=0.82022.09 | 57.75 | |
| GCNIIBias factor=0.92022.09 | 57.68 | |
| LDDBackbone=GCN, Bias factor=0.92022.09 | 56.65 | |
| GCNIIBias=0.82022.09 | 53.5 | |
| StableGNNBias factor=0.952022.09 | 51.33 | |
| LDDBackbone=GCNII, Bias factor=0.952022.09 | 51.05 | |
| LDDBackbone=GIN, Bias factor=0.92022.09 | 50.59 | |
| GCNBias factor=0.82022.09 | 50.43 | |
| GINBias=0.82022.09 | 48.93 | |
| DiffPoolBias factor=0.952022.09 | 47.12 | |
| LDDBackbone=GCN, Bias factor=0.952022.09 | 46.83 | |
| DiffPoolBias factor=0.92022.09 | 45.78 | |
| GCNIIBias=0.92022.09 | 45.52 | |
| FactorGCNBias factor=0.952022.09 | 42.5 | |
| GCNIIBias factor=0.952022.09 | 41 | |
| GCNBias=0.82022.09 | 36.88 | |
| GINBias factor=0.92022.09 | 36.78 | |
| GINBias=0.92022.09 | 34.95 | |
| GCNIIBias=0.952022.09 | 32.6 | |
| LDDBackbone=GIN, Bias factor=0.952022.09 | 31.23 | |
| GCNBias factor=0.92022.09 | 28.97 | |
| GCNBias=0.92022.09 | 23.07 | |
| GINBias factor=0.952022.09 | 16.04 | |
| GINBias=0.952022.09 | 14.53 | |
| GCNBias factor=0.952022.09 | 13.5 | |
| GCNBias=0.952022.09 | 11.88 | |
| DIRBias=0.82022.09 | 10.38 | |
| DIRBias=0.92022.09 | 10.14 | |
| DIRBias factor=0.952022.09 | 10.03 | |
| DIRBias factor=0.82022.09 | 9.98 | |
| DIRBias factor=0.92022.09 | 9.96 | |
| DIRBias=0.952022.09 | 9.77 |