Link Prediction on Polblogs
97.3AUCT-GINEE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| T-GINEE2026.05 | 97.3 | — | — | — | — | — | — | — | — | — | |
| MR-GCNtype=multiplex GNN2026.05 | 92.3 | — | — | — | — | — | — | — | — | — | |
| GG-SAGE2026.05 | 90.09 | — | — | — | — | — | — | — | — | 83.76 | |
| GCN2026.03 | 89 | 56 | 29 | 12 | 22 | 12 | 12 | 20 | 9 | — | |
| GCN-NF(1)Base Model=GCN, Neighborhood Fairness Variant=NF(1)2026.03 | 89 | 10 | 29 | 12 | 22 | 12 | 12 | 20 | 9 | — | |
| GCNtype=single-layer GNN, aggregation=aggregated graphs2026.05 | 88.7 | — | — | — | — | — | — | — | — | — | |
| MGCNtype=multiplex GNN2026.05 | 88.7 | — | — | — | — | — | — | — | — | — | |
| LightDiC2026.05 | 88.5 | — | — | — | — | — | — | — | — | 83.1 | |
| GCN-NF(4)Base Model=GCN, Neighborhood Fairness Variant=NF(4)2026.03 | 88 | 56 | 30 | 10 | 4 | 12 | 12 | 25 | 9 | — | |
| D-HYPR2026.05 | 87.8 | — | — | — | — | — | — | — | — | 82.5 | |
| Graphair2026.03 | 86 | 46 | 20 | 12 | 18 | 7 | 7 | 10 | 2 | — | |
| Gravity VGAE2026.05 | 84.14 | — | — | — | — | — | — | — | — | 83.09 | |
| GraphSAGEtype=single-layer GNN, aggregation=aggregated graphs2026.05 | 84.1 | — | — | — | — | — | — | — | — | — | |
| SAGE2026.03 | 84 | 55 | 29 | 11 | 19 | 12 | 6 | 18 | 6 | — | |
| Gravity GAE2026.05 | 83.84 | — | — | — | — | — | — | — | — | 81.77 | |
| FairMILE2026.03 | 78 | 50 | 35 | 5 | 10 | 10 | 26 | 28 | 22 | — | |
| Source/Target GAE2026.05 | 77.48 | — | — | — | — | — | — | — | — | 73.01 | |
| N2V2026.03 | 76 | 62 | 35 | 7 | 5 | 7 | 8 | 35 | 26 | — | |
| DeBayes2026.03 | 73 | 56 | 41 | 11 | 4 | 7 | 10 | 42 | 33 | — | |
| CrossWalk2026.03 | 68 | 52 | 29 | 7 | 18 | 6 | 12 | 13 | 11 | — | |
| FairWalk2026.03 | 67 | 54 | 27 | 5 | 12 | 7 | 6 | 14 | 3 | — | |
| EDITS2026.03 | 66 | 77 | 47 | 30 | 39 | 9 | 16 | 6 | 1 | — | |
| UGE2026.03 | 61 | 45 | 25 | 11 | 25 | 8 | 2 | 6 | 10 | — | |
| GCN-NF(2)Base Model=GCN, Neighborhood Fairness Variant=NF(2)2026.03 | 61 | 52 | 4 | 12 | 22 | 12 | 12 | 13 | 40 | — | |
| Source/Target VGAE2026.05 | 60.56 | — | — | — | — | — | — | — | — | 57.8 |