Link Prediction on SBM graphs In-distribution Inductive Nte = Ntr
97.01Hits@10Oracle
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OracleTraining graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive2022.05 | 97.01 | 97.01 | 97.01 | 93.87 | 96.84 | |
| OracleTraining graph size (Ntr)=10^32022.05 | 97.01 | 97.01 | 97.01 | 93.87 | 96.84 | |
| gMPNN**Training graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive, Model configuration=learn Ψ2022.05 | 96.71 | 96.91 | 97.02 | 94.23 | 97.03 | |
| gMPNNPsi configuration=learn, Training graph size (Ntr)=10^32022.05 | 96.71 | 96.91 | 97.02 | 94.23 | 97.03 | |
| gMPNN**Training graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive, Model configuration=fixed Ψ2022.05 | 93.85 | 94.23 | 94.55 | 93.74 | 96.77 | |
| gMPNNPsi configuration=fixed, Training graph size (Ntr)=10^32022.05 | 93.85 | 94.23 | 94.55 | 93.74 | 96.77 | |
| GCN*Training graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive2022.05 | 66.29 | 68.52 | 69.92 | 31.76 | 67.21 | |
| GCNTraining graph size (Ntr)=10^32022.05 | 66.29 | 68.52 | 69.92 | 31.76 | 67.21 | |
| GraphSAGE*Training graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive2022.05 | 47.38 | 52.13 | 54.94 | 19.34 | 61.46 | |
| GraphSAGEAggregation type=mean, Training graph size (Ntr)=10^32022.05 | 47.38 | 52.13 | 54.94 | 19.34 | 61.46 | |
| GATAggregation type=max, Training graph size (Ntr)=10^32022.05 | 41.98 | 43.34 | 43.54 | 22.66 | 61.46 | |
| GAT*Training graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive2022.05 | 40.05 | 41.34 | 41.96 | 19.44 | 59.52 | |
| GATAggregation type=mean, Training graph size (Ntr)=10^32022.05 | 40.05 | 41.34 | 41.96 | 19.44 | 59.52 | |
| GIN*Training graph size=10^3, Test graph size=Ntr, Evaluation Protocol=Inductive2022.05 | 39.33 | 42.93 | 43.9 | 18.59 | 59.79 | |
| GINTraining graph size (Ntr)=10^32022.05 | 39.33 | 42.93 | 43.9 | 18.59 | 59.79 | |
| GraphSAGEAggregation type=max, Training graph size (Ntr)=10^32022.05 | 17.72 | 25.91 | 31.43 | 18.24 | 58.65 |