SOTAVerified

Fairness

Papers

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Showing 1826–1850 of 5676 papers

TitleStatusHype
Disparate Impact on Group Accuracy of Linearization for Private InferenceCode0
TexShape: Information Theoretic Sentence Embedding for Language ModelsCode0
Fairness and Privacy Guarantees in Federated Contextual Bandits—0
Regulation Games for Trustworthy Machine Learning—0
Recommendation Fairness in Social Networks Over Time—0
On the Impact of Output Perturbation on Fairness in Binary Linear Classification—0
Intersectional Two-sided Fairness in RecommendationCode0
Fair Active Ranking from Pairwise Preferences—0
Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processingCode0
Counterfactual Fairness Is Not Demographic Parity, and Other Observations—0
Causal Feature Selection for Responsible Machine Learning—0
Verifiable evaluations of machine learning models using zkSNARKsCode0
Large Language Models are Geographically BiasedCode2
Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks—0
Position Paper: Assessing Robustness, Privacy, and Fairness in Federated Learning Integrated with Foundation Models—0
A Distributionally Robust Optimisation Approach to Fair Credit Scoring—0
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance—0
Federated Unlearning: a Perspective of Stability and Fairness—0
Synthetic Data for the Mitigation of Demographic Biases in Face RecognitionCode0
Supervised Algorithmic Fairness in Distribution Shifts: A Survey—0
Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of MinoritiesCode0
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records—0
A Personalized Framework for Consumer and Producer Group Fairness Optimization in Recommender SystemsCode0
Heterophily-Aware Fair Recommendation using Graph Convolutional NetworksCode0
Regularizing Fairness in Optimal Policy Learning with Distributional Targets—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