Link Prediction and Counterfactual Fairness on TGBL-Wiki (POST)
58.86NDCG@10Base
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BaseBackbone=EdgeBank2026.05 | 58.86 | 59.09 | 60.14 | 13.24 | 0.0073 | 0.0248 | |
| Base+COPFBackbone=EdgeBank2026.05 | 58.86 | 59.09 | 60.14 | 13.21 | 0.0074 | 0.0248 | |
| BaseBackbone=GraphMixer2026.05 | 33.53 | 28.24 | 56.63 | 8.53 | 0.0086 | 0.7651 | |
| Base+COPFBackbone=GraphMixer2026.05 | 29.36 | 24.34 | 52.6 | 8.04 | 0.0071 | 0.7255 | |
| Base+COPFBackbone=TGN2026.05 | 22.96 | 18.72 | 41.21 | 5.37 | 0.0067 | 0.4892 | |
| Adv+COPFBackbone=TGN2026.05 | 22.96 | 18.72 | 41.21 | 5.37 | 0.0067 | 0.4892 | |
| Penalty+COPFBackbone=TGN2026.05 | 22.96 | 18.72 | 41.21 | 5.37 | 0.0067 | 0.4892 | |
| Reweight+COPFBackbone=TGN2026.05 | 22.68 | 18.43 | 40.89 | 5.37 | 0.0064 | 0.4905 | |
| BaseBackbone=TGN2026.05 | 22.19 | 18.19 | 39.82 | 5.13 | 0.009 | 0.4727 | |
| AdvBackbone=TGN2026.05 | 22.19 | 18.19 | 39.82 | 5.13 | 0.009 | 0.4727 | |
| ReweightBackbone=TGN2026.05 | 22.19 | 18.19 | 39.82 | 5.13 | 0.0084 | 0.4727 | |
| PenaltyBackbone=TGN2026.05 | 22.19 | 18.19 | 39.82 | 5.13 | 0.009 | 0.4727 |