SOTAVerified

Fairness

Papers

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Showing 3501–3525 of 5676 papers

TitleStatusHype
FairPO: Robust Preference Optimization for Fair Multi-Label Learning—0
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments—0
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments—0
Fair Prediction with Endogenous Behavior—0
Fairness Violations and Mitigation under Covariate Shift—0
FairPrep: Promoting Data to a First-Class Citizen in Studies on Fairness-Enhancing Interventions—0
Fair Principal Component Analysis and Filter Design—0
Fairpriori: Improving Biased Subgroup Discovery for Deep Neural Network Fairness—0
FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis—0
FAIR-QR: Enhancing Fairness-aware Information Retrieval through Query Refinement—0
FairQuant: Certifying and Quantifying Fairness of Deep Neural Networks—0
Fair quantile regression—0
FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation—0
FairRAG: Fair Human Generation via Fair Retrieval Augmentation—0
Fair Railway Network Design—0
FairRank: Fairness-aware Single-tower Ranking Framework for News Recommendation—0
Fair ranking: a critical review, challenges, and future directions—0
FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification—0
Fair Regression under Sample Selection Bias—0
Fair regression via plug-in estimator and recalibration with statistical guarantees—0
Fair Regression with Wasserstein Barycenters—0
Fair Reinforcement Learning Algorithm for PV Active Control in LV Distribution Networks—0
Fair Representation Clustering with Several Protected Classes—0
Fair Representation Learning for Continuous Sensitive Attributes using Expectation of Integral Probability Metrics—0
Fair Representation Learning through Implicit Path Alignment—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