SOTAVerified

Fairness

Papers

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Showing 4171–4180 of 5676 papers

TitleStatusHype
Generalized Demographic Parity for Group FairnessCode0
Diverse Client Selection for Federated Learning via Submodular Maximization—0
Fairness-aware Federated Learning—0
Adversarial Fairness Network—0
Equalized Robustness: Towards Sustainable Fairness Under Distributional Shifts—0
Scaling Fair Learning to Hundreds of Intersectional Groups—0
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning—0
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness—0
L_q regularization for Fairness AI robust to sampling bias—0
AestheticNet: Reducing bias in facial data sets under ethical considerations—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