SOTAVerified

Fairness

Papers

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Showing 3001–3025 of 5676 papers

TitleStatusHype
Preventing Discriminatory Decision-making in Evolving Data Streams—0
Prevention is better than cure: a case study of the abnormalities detection in the chest—0
Price-Aware Deep Learning for Electricity Markets—0
Price Gouging or Market Forces? Fairness Perceptions of Price Hikes in the Pandemic—0
Principal Eigenvalue Regularization for Improved Worst-Class Certified Robustness of Smoothed Classifiers—0
Principal Fairness for Human and Algorithmic Decision-Making—0
Principal Fairness: Removing Bias via Projections—0
Principled Frameworks for Evaluating Ethics in NLP Systems—0
Prioritising Interactive Flows in Data Center Networks With Central Control—0
Priority-based Post-Processing Bias Mitigation for Individual and Group Fairness—0
Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction—0
Privacy and Bias Analysis of Disclosure Avoidance Systems—0
Privacy and Fairness in Federated Learning: on the Perspective of Trade-off—0
Privacy and Fairness in Recommender Systems via Adversarial Training of User Representations—0
Privacy at a Price: Exploring its Dual Impact on AI Fairness—0
Privacy-Aware Text Rewriting—0
Privacy Constrained Fairness Estimation for Decision Trees—0
Privacy for Fairness: Information Obfuscation for Fair Representation Learning with Local Differential Privacy—0
Privacy, Interpretability, and Fairness in the Multilingual Space—0
Privacy-Preserving Debiasing using Data Augmentation and Machine Unlearning—0
Privacy-Preserving Fair Item Ranking—0
Privacy-Preserving Fair Synthetic Tabular Data—0
Privacy-preserving gradient-based fair federated learning—0
Privacy-Preserving Near Neighbor Search via Sparse Coding with Ambiguation—0
Privacy-Preserving Orthogonal Aggregation for Guaranteeing Gender Fairness in Federated Recommendation—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