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Fairness

Papers

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Showing 5326–5350 of 5676 papers

TitleStatusHype
Fairness risk measuresCode0
Where Did Your Model Learn That? Label-free Influence for Self-supervised LearningCode0
Subgroup Fairness in Two-Sided MarketsCode0
Subgroup Generalization and Fairness of Graph Neural NetworksCode0
Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise ConstraintsCode0
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual DistributionsCode0
Beyond Parity: Fairness Objectives for Collaborative FilteringCode0
A Taxation Perspective for Fair Re-rankingCode0
Repeat-bias-aware Optimization of Beyond-accuracy Metrics for Next Basket RecommendationCode0
Fairness through Aleatoric UncertaintyCode0
Learning to be Fair: A Consequentialist Approach to Equitable Decision-MakingCode0
Beyond Models! Explainable Data Valuation and Metric Adaption for RecommendationCode0
Fairness Through Counterfactual UtilitiesCode0
Cross-Institutional Transfer Learning for Educational Models: Implications for Model Performance, Fairness, and EquityCode0
Beyond Adult and COMPAS: Fairness in Multi-Class PredictionCode0
Learning to Deceive with Attention-Based ExplanationsCode0
Fairness Through MatchingCode0
Subgroup Robustness Grows On Trees: An Empirical Baseline InvestigationCode0
Subgroups Matter for Robust Bias MitigationCode0
Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences between Pretrained Generative ModelsCode0
Fairness Transferability Subject to Bounded Distribution ShiftCode0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
On the Within-Group Fairness of Screening ClassifiersCode0
A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine TranslationCode0
Fairness Under Cover: Evaluating the Impact of Occlusions on Demographic Bias in Facial RecognitionCode0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86—Unverified
21D-CSNNPredictive Equality (age)97.8—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96—Unverified