Link Prediction and Counterfactual Fairness on TGBL-Wiki (PRE)
48.43NDCG@10Base+COPF
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Base+COPFBackbone=GraphMixer2026.05 | 48.43 | 40.36 | 76.24 | 8.25 | 0.0081 | 0.7644 | |
| BaseBackbone=GraphMixer2026.05 | 48.18 | 40.36 | 75.37 | 7.79 | 0.0097 | 0.7428 | |
| BaseBackbone=EdgeBank2026.05 | 40.85 | 41.27 | 42.48 | 7.55 | 0.0109 | 0.0241 | |
| Base+COPFBackbone=EdgeBank2026.05 | 40.85 | 41.27 | 42.48 | 7.54 | 0.0109 | 0.0241 | |
| ReweightBackbone=TGN2026.05 | 30.2 | 27.76 | 40.76 | 5.21 | 0.0091 | 0.3814 | |
| BaseBackbone=TGN2026.05 | 30.18 | 27.77 | 40.68 | 5.21 | 0.0094 | 0.3814 | |
| AdvBackbone=TGN2026.05 | 30.18 | 27.77 | 40.68 | 5.21 | 0.0094 | 0.3814 | |
| PenaltyBackbone=TGN2026.05 | 30.18 | 27.77 | 40.68 | 5.21 | 0.0094 | 0.3814 | |
| Base+COPFBackbone=TGN2026.05 | 30.12 | 27.77 | 40.4 | 5.76 | 0.0082 | 0.3705 | |
| Adv+COPFBackbone=TGN2026.05 | 30.12 | 27.77 | 40.4 | 5.76 | 0.0082 | 0.3705 | |
| Penalty+COPFBackbone=TGN2026.05 | 30.12 | 27.77 | 40.4 | 5.76 | 0.0082 | 0.3705 | |
| Reweight+COPFBackbone=TGN2026.05 | 29.88 | 27.49 | 40.28 | 5.75 | 0.0077 | 0.3706 |