SOTAVerified

Fairness

Papers

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Showing 3151–3175 of 5676 papers

TitleStatusHype
Fair Empirical Risk Minimization via Exponential Rényi Mutual Information—0
Fair Enough? A map of the current limitations of the requirements to have fair algorithms—0
FAIR-Ensemble: When Fairness Naturally Emerges From Deep Ensembling—0
FaiREO: User Group Fairness for Equality of Opportunity in Course Recommendation—0
Fairer and more accurate, but for whom?—0
Fairer and More Accurate Tabular Models Through NAS—0
FairerCLIP: Debiasing CLIP's Zero-Shot Predictions using Functions in RKHSs—0
FAIRER: Fairness as Decision Rationale Alignment—0
Fairer LP-based Online Allocation via Analytic Center—0
Fair Estimation of Capital Risk Allocation—0
FairEval: Evaluating Fairness in LLM-Based Recommendations with Personality Awareness—0
A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System—0
Fair Exploration and Exploitation—0
Fair Exploration via Axiomatic Bargaining—0
FairFaceGAN: Fairness-aware Facial Image-to-Image Translation—0
FAIR: Fair Adversarial Instance Re-weighting—0
FAIR: Fairness-Aware Information Retrieval Evaluation—0
Fair Feature Distillation for Visual Recognition—0
Fair Feature Importance Scores for Interpreting Tree-Based Methods and Surrogates—0
Fair Feature Selection: A Comparison of Multi-Objective Genetic Algorithms—0
Fair Feature Subset Selection using Multiobjective Genetic Algorithm—0
FairFed: Enabling Group Fairness in Federated Learning—0
Fair Federated Medical Image Segmentation via Client Contribution Estimation—0
Fair Few-shot Learning with Auxiliary Sets—0
FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders—0
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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