SOTAVerified

Fairness

Papers

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Showing 501–510 of 5676 papers

TitleStatusHype
Compositional Attribute Imbalance in Vision Datasets—0
Fair for a few: Improving Fairness in Doubly Imbalanced Datasets—0
Convergence-Privacy-Fairness Trade-Off in Personalized Federated Learning—0
One Size Fits None: Rethinking Fairness in Medical AI—0
Meta Optimality for Demographic Parity Constrained Regression via Post-Processing—0
Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding—0
Fairness Research For Machine Learning Should Integrate Societal Considerations—0
Towards Fairness Assessment of Dutch Hate Speech Detection—0
Exploring the Effectiveness of Deep Features from Domain-Specific Foundation Models in Retinal Image Synthesis—0
Semantic Scheduling for LLM InferenceCode0
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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