SOTAVerified

Fairness

Papers

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Showing 5276–5300 of 5676 papers

TitleStatusHype
Learning Fair Policies in Multiobjective (Deep) Reinforcement Learning with Average and Discounted RewardsCode0
Training individually fair ML models with Sensitive Subspace RobustnessCode0
dalex: Responsible Machine Learning with Interactive Explainability and Fairness in PythonCode0
On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social LearningCode0
Learning Fair RepresentationsCode0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Learning Fair Representations for Kernel ModelsCode0
Learning Fair Representations via an Adversarial FrameworkCode0
Fairness in Survival Analysis with Distributionally Robust OptimizationCode0
Learning Fair Representations via Rate-Distortion MaximizationCode0
Learning Fair Representations with High-Confidence GuaranteesCode0
BiasGuard: Guardrailing Fairness in Machine Learning Production SystemsCode0
Uncertainty Quantification for Fairness in Two-Stage Recommender SystemsCode0
Learning fair representation with a parametric integral probability metricCode0
Fairness Is Not Enough: Auditing Competence and Intersectional Bias in AI-powered Resume ScreeningCode0
Learning Fair Rule ListsCode0
Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue OptimizationCode0
Fair and accurate age prediction using distribution aware data curation and augmentationCode0
On the Maximal Local Disparity of Fairness-Aware ClassifiersCode0
Achieving Fairness through Adversarial Learning: an Application to Recidivism PredictionCode0
DAFA: Distance-Aware Fair Adversarial TrainingCode0
Fairness meets Cross-Domain Learning: a new perspective on Models and MetricsCode0
Fairness Improvement with Multiple Protected Attributes: How Far Are We?Code0
Reliable or Deceptive? Investigating Gated Features for Smooth Visual Explanations in CNNsCode0
Fairness of ChatGPTCode0
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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