SOTAVerified

Fairness

Papers

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Showing 4251–4275 of 5676 papers

TitleStatusHype
A New Notion of Individually Fair Clustering: α-Equitable k-CenterCode0
Fairness-Aware Node Representation Learning—0
Fair Disaster Containment via Graph-Cut Problems—0
Deep Clustering based Fair Outlier DetectionCode1
Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness MetricsCode1
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning—0
FairCal: Fairness Calibration for Face Verification—0
Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs—0
Path-specific Effects Based on Information Accounts of Causality—0
PreferenceNet: Encoding Human Preferences in Auction Design with Deep LearningCode1
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning—0
Tetrad: Actively Secure 4PC for Secure Training and Inference—0
Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning—0
Strategyproof Learning: Building Trustworthy User-Generated DatasetsCode0
Fair Exploration via Axiomatic Bargaining—0
Differentially Empirical Risk Minimization under the Fairness Lens—0
Towards Equal Gender Representation in the Annotations of Toxic Language Detection—0
Towards Fairness Certification in Artificial Intelligence—0
Fairness-Aware Unsupervised Feature Selection—0
Subgroup Fairness in Two-Sided MarketsCode0
Causality in Neural Networks -- An Extended Abstract—0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Optimizing Rankings for Recommendation in Matching Markets—0
NODE-GAM: Neural Generalized Additive Model for Interpretable Deep LearningCode1
Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning PipelineCode1
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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