SOTAVerified

Fairness

Papers

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Showing 2851–2875 of 5676 papers

TitleStatusHype
Fair Clustering via Hierarchical Fair-Dirichlet Process—0
Auditing Fairness by BettingCode0
Moral Machine or Tyranny of the Majority?—0
GLOBE-CE: A Translation-Based Approach for Global Counterfactual ExplanationsCode0
Rethinking Certification for Trustworthy Machine Learning-Based Applications—0
FARA: Future-aware Ranking Algorithm for Fairness OptimizationCode0
Monitoring Algorithmic Fairness—0
FairDP: Certified Fairness with Differential Privacy—0
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint—0
Counterfactual Generative Models for Time-Varying TreatmentsCode0
Small Total-Cost Constraints in Contextual Bandits with Knapsacks, with Application to Fairness—0
Fairness Continual Learning Approach to Semantic Scene Understanding in Open-World Environments—0
Gender Biases in Automatic Evaluation Metrics for Image CaptioningCode0
Learning Rate Free Sampling in Constrained DomainsCode0
Fairness in Streaming Submodular Maximization over a Matroid Constraint—0
Trade-Offs Between Fairness and Privacy in Language ModelingCode0
Is Your Model "MADD"? A Novel Metric to Evaluate Algorithmic Fairness for Predictive Student ModelsCode0
Fair Oversampling Technique using Heterogeneous Clusters—0
Curse of "Low" Dimensionality in Recommender Systems—0
Fair Differentially Private Federated Learning Framework—0
A Trip Towards Fairness: Bias and De-Biasing in Large Language Models—0
Mitigating fairwashing using Two-Source Audits—0
FITNESS: A Causal De-correlation Approach for Mitigating Bias in Machine Learning Software—0
Do All Languages Cost the Same? Tokenization in the Era of Commercial Language Models—0
Time Fairness in Online Knapsack ProblemsCode0
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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