Link Prediction on SBM graphs OOD Inductive Nte = 10^4
96.97Hit Rate @ 10gMPNN**
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| gMPNN**Training graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive, Model configuration=learn Ψ2022.05 | 96.97 | 97.02 | 97.08 | 93.94 | 96.88 | |
| gMPNNPsi configuration=learn, Training graph size (Ntr)=10^32022.05 | 96.97 | 97.02 | 97.08 | 0.9394 | 96.88 | |
| OracleTraining graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive2022.05 | 96.96 | 96.96 | 96.96 | 93.77 | 96.79 | |
| OracleTraining graph size (Ntr)=10^32022.05 | 96.96 | 96.96 | 96.96 | 0.9377 | 96.79 | |
| gMPNN**Training graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive, Model configuration=fixed Ψ2022.05 | 96.74 | 96.93 | 97.01 | 93.76 | 96.78 | |
| gMPNNPsi configuration=fixed, Training graph size (Ntr)=10^32022.05 | 96.74 | 96.93 | 97.01 | 0.9376 | 96.78 | |
| GCN*Training graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive2022.05 | 39.29 | 42.15 | 44.19 | -4.88 | 50.33 | |
| GCNTraining graph size (Ntr)=10^32022.05 | 39.29 | 42.15 | 44.19 | -0.0488 | 50.33 | |
| GATAggregation type=max, Training graph size (Ntr)=10^32022.05 | 32.56 | 33.01 | 33.24 | -0.0285 | 49.82 | |
| GAT*Training graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive2022.05 | 27.31 | 28.13 | 28.72 | -2 | 50.2 | |
| GATAggregation type=mean, Training graph size (Ntr)=10^32022.05 | 27.31 | 28.13 | 28.72 | -0.02 | 50.2 | |
| GraphSAGE*Training graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive2022.05 | 9.97 | 11.73 | 12.98 | -6.56 | 49.32 | |
| GraphSAGEAggregation type=mean, Training graph size (Ntr)=10^32022.05 | 9.97 | 11.73 | 12.98 | -0.0656 | 49.32 | |
| GraphSAGEAggregation type=max, Training graph size (Ntr)=10^32022.05 | 1.44 | 2.6 | 3.58 | -0.0252 | 49.83 | |
| GIN*Training graph size=10^3, Test graph size=10^4, Evaluation Protocol=Inductive2022.05 | 0 | 0 | 0 | -3.93 | 49.59 | |
| GINTraining graph size (Ntr)=10^32022.05 | 0 | 0 | 0 | -0.0393 | 49.59 |