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Fair Re-ranking on Steam

-26.329Equality of Opportunity (EF)P-MMF
-27.306528-20.708214-14.1099-7.511586Apr 28, 2026

Evaluation results

MethodLinks
P-MMFRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-26.3290.66750.053
Min-regularizerRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-20.3260.67630.0259
CPFairRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-12.7970.66120.043
FairSyncRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-5.92350.62910.0794
Min-regularizerRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-4.97950.64180.0567
ElasticRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-4.94730.77420.0452
FairSyncRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-3.55480.69850.0688
ManifoldRankRanking size (K)=10, Target Accuracy Constraint=NDCG > 99%2026.04-3.39710.66080.0754
ElasticRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-2.22010.63770.0915
P-MMFRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-2.10710.62220.1053
CPFairRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-2.08650.64440.084
ManifoldRankRanking size (K)=20, Target Accuracy Constraint=NDCG > 99%2026.04-1.89080.61550.1096