Recommendation on MovieLens (NDCG/Precision/F1 segmented by Group)
6.17NDCG (Male)None-Fair
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| None-FairTarget Recommender Model=LightGCN-Fair2026.06 | 6.17 | 6.08 | 0.09 | 1.95 | 1.75 | 0.2 | 3.41 | 3.11 | 0.3 | |
| AttackMLFairTarget Recommender Model=LightGCN-Fair2026.06 | 6.14 | 6.11 | 0.03 | 1.93 | 1.76 | 0.17 | 3.38 | 3.12 | 0.25 | |
| RevisitTarget Recommender Model=LightGCN-Fair2026.06 | 6.1 | 6.04 | 0.06 | 1.94 | 1.73 | 0.21 | 3.39 | 3.07 | 0.32 | |
| SRLFATarget Recommender Model=LightGCN-Fair2026.06 | 6.09 | 5.95 | 0.14 | 1.95 | 1.72 | 0.23 | 3.41 | 3.05 | 0.36 | |
| SRLFATarget Recommender=NCF2026.06 | 5.61 | 5.43 | 0.18 | 1.81 | 1.66 | 0.15 | 3.14 | 2.91 | 0.23 | |
| RevisitTarget Recommender=NCF2026.06 | 5.53 | 5.59 | 0.06 | 1.81 | 1.69 | 0.12 | 3.13 | 2.96 | 0.17 | |
| AttackMLFairTarget Recommender=NCF2026.06 | 5.47 | 5.55 | 0.08 | 1.8 | 1.69 | 0.11 | 3.12 | 2.96 | 0.16 | |
| NoneTarget Recommender=NCF2026.06 | 5.25 | 5.16 | 0.09 | 1.73 | 1.67 | 0.06 | 3 | 2.91 | 0.08 |