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Fair Re-ranking on AliEC

-3.2473EFManifoldRank
-22.358028-17.396589-12.43515-7.473711Apr 28, 2026

Evaluation results

MethodLinks
ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-3.24730.70650.0774
ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-3.25890.76470.0704
ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-3.57950.79370.068
ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-3.58350.83540.064
FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-3.88170.76210.0721
FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-5.51890.76750.059
P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-8.75360.81470.0424
P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-9.29070.80590.0433
CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-14.4280.76890.0487
Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-16.5510.76730.0491
CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-21.6180.77350.049
Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-21.6230.79030.0552