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Fair Re-ranking on Amazon Arts

-0.6276EFManifoldRank
-1.690168-1.414309-1.13845-0.862591Apr 28, 2026

Evaluation results

MethodLinks
ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-0.62760.22260.3621
FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-0.64940.29470.3238
ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-0.68620.24290.3577
ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-0.70130.35710.3158
ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-0.7460.38680.3124
CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-0.84140.24120.3377
FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-0.89750.39580.2586
CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-1.10860.39780.3041
P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-1.12080.24380.3425
Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-1.17420.39180.299
P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-1.60350.46940.3218
Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-1.64930.30280.2982