SOTAVerified

Fairness

Papers

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Showing 4191–4200 of 5676 papers

TitleStatusHype
Understanding Overfitting in Reweighting Algorithms for Worst-group Performance—0
On Learning with Fairness Trade-Offs—0
Fairness Guarantees under Demographic Shift—0
A Fair Generative Model Using Total Variation Distance—0
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble FrameworkCode0
A Sociotechnical View of Algorithmic Fairness—0
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsCode0
The Boltzmann fair division for distributive justice—0
SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning—0
On the Fairness of Swarm Learning in Skin Lesion Classification—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