SOTAVerified

Fairness

Papers

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Showing 3141–3150 of 5676 papers

TitleStatusHype
On Generalized Degree Fairness in Graph Neural NetworksCode0
Machine Learning for Synthetic Data Generation: A Review—0
On the Richness of Calibration—0
To Be Forgotten or To Be Fair: Unveiling Fairness Implications of Machine Unlearning Methods—0
A conceptual model for leaving the data-centric approach in machine learning—0
Robustness Implies Fairness in Causal Algorithmic RecourseCode0
From Utilitarian to Rawlsian Designs for Algorithmic Fairness—0
Ethical Considerations for Responsible Data CurationCode0
An Empirical Analysis of Fairness Notions under Differential Privacy—0
Fair Minimum Representation Clustering—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