SOTAVerified

Fairness

Papers

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Showing 3011–3020 of 5676 papers

TitleStatusHype
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
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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