SOTAVerified

Fairness

Papers

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Showing 3701–3725 of 5676 papers

TitleStatusHype
Prototype Based Classification from Hierarchy to FairnessCode0
StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and StereotypesCode0
Generalized Reductions: Making any Hierarchical Clustering Fair and Balanced with Low Cost—0
Fairness and Welfare Quantification for Regret in Multi-Armed Bandits—0
Flexible Group Fairness Metrics for Survival AnalysisCode0
A Fair Federated Learning Framework With Reinforcement Learning—0
Bias in Machine Learning Models Can Be Significantly Mitigated by Careful Training: Evidence from Neuroimaging Studies—0
Fairness in Recommendation: Foundations, Methods and Applications—0
Fair Representation Learning through Implicit Path Alignment—0
Cali3F: Calibrated Fast Fair Federated Recommendation System—0
Fairness of Exposure in Light of Incomplete Exposure EstimationCode0
Helpfulness and Fairness of Task-Oriented Dialogue Systems—0
Toward Understanding Bias Correlations for Mitigation in NLP—0
Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy—0
Bias Discovery in Machine Learning Models for Mental Health—0
Multi-objective Optimization of Clustering-based Scheduling for Multi-workflow On Clouds Considering Fairness—0
Fairness in Recommender Systems: Research Landscape and Future DirectionsCode0
PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning—0
Why does Throwing Away Data Improve Worst-Group Error?—0
Conditional Supervised Contrastive Learning for Fair Text ClassificationCode0
Data-driven, Internet-inspired, and Scalable EV Charging for Power Distribution Grid—0
Responsible Artificial Intelligence -- from Principles to Practice—0
Addressing Strategic Manipulation Disparities in Fair Classification—0
Theoretically Accurate Regularization Technique for Matrix Factorization based Recommender Systems—0
CertiFair: A Framework for Certified Global Fairness of Neural Networks—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