Link Prediction on Pokec (NF Metrics, DP, EO, AUC)
43NF(1) ScoreEDITS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EDITS2026.03 | 43 | 38 | 18 | 12 | 21 | 10 | 77 | |
| N2V2026.03 | 38 | 26 | 5 | 3 | 16 | 5 | 79 | |
| CrossWalk2026.03 | 38 | 26 | 4 | 3 | 15 | 2 | 79 | |
| FairWalk2026.03 | 38 | 25 | 3 | 4 | 13 | 2 | 77 | |
| N2V-NF(4)Base Model=N2V, Neighborhood Fairness Variant=NF(4)2026.03 | 38 | 26 | 5 | 1 | 17 | 5 | 78 | |
| FairMILE2026.03 | 37 | 25 | 14 | 4 | 27 | 12 | 85 | |
| N2V-NF(2)Base Model=N2V, Neighborhood Fairness Variant=NF(2)2026.03 | 35 | 6 | 5 | 3 | 13 | 2 | 77 | |
| GCN2026.03 | 34 | 26 | 13 | 6 | 15 | 11 | 76 | |
| SAGE2026.03 | 32 | 25 | 13 | 6 | 15 | 9 | 70 | |
| DeBayes2026.03 | 28 | 21 | 8 | 6 | 8 | 3 | 60 | |
| UGE2026.03 | 27 | 12 | 1 | 7 | 2 | 1 | 55 | |
| Graphair2026.03 | 24 | 16 | 2 | 9 | 2 | 0 | 72 | |
| N2V-NF(1)Base Model=N2V, Neighborhood Fairness Variant=NF(1)2026.03 | 6 | 26 | 5 | 3 | 16 | 5 | 79 |