SOTAVerified

Fairness

Papers

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Showing 4376–4400 of 5676 papers

TitleStatusHype
Fair Disaster Containment via Graph-Cut Problems—0
A New Notion of Individually Fair Clustering: α-Equitable k-CenterCode0
Fairness-Aware Node Representation Learning—0
FairCal: Fairness Calibration for Face Verification—0
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning—0
Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs—0
Path-specific Effects Based on Information Accounts of Causality—0
Tetrad: Actively Secure 4PC for Secure Training and Inference—0
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning—0
Fairness-Aware Unsupervised Feature Selection—0
Fair Exploration via Axiomatic Bargaining—0
Differentially Empirical Risk Minimization under the Fairness Lens—0
Towards Fairness Certification in Artificial Intelligence—0
Strategyproof Learning: Building Trustworthy User-Generated DatasetsCode0
Towards Equal Gender Representation in the Annotations of Toxic Language Detection—0
Subgroup Fairness in Two-Sided MarketsCode0
Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning—0
Causality in Neural Networks -- An Extended Abstract—0
Optimizing Rankings for Recommendation in Matching Markets—0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Testing Group Fairness via Optimal Transport Projections—0
Fair Clustering Using Antidote Data—0
Zipf Matrix Factorization : Matrix Factorization with Matthew Effect ReductionCode0
A Clarification of the Nuances in the Fairness Metrics LandscapeCode0
Information Theoretic Measures for Fairness-aware Feature Selection—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