SOTAVerified

Fairness

Papers

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Showing 3501–3525 of 5676 papers

TitleStatusHype
Counterfactual Fairness with Partially Known Causal Graph—0
StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and StereotypesCode0
Flexible Group Fairness Metrics for Survival AnalysisCode0
Fairness in Recommendation: Foundations, Methods and Applications—0
Bias in Machine Learning Models Can Be Significantly Mitigated by Careful Training: Evidence from Neuroimaging Studies—0
Cali3F: Calibrated Fast Fair Federated Recommendation System—0
A Fair Federated Learning Framework With Reinforcement Learning—0
Fair Representation Learning through Implicit Path Alignment—0
Fairness of Exposure in Light of Incomplete Exposure EstimationCode0
Perturbation Augmentation for Fairer NLPCode2
Helpfulness and Fairness of Task-Oriented Dialogue Systems—0
Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy—0
Toward Understanding Bias Correlations for Mitigation in NLP—0
Bias Discovery in Machine Learning Models for Mental Health—0
PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning—0
Why does Throwing Away Data Improve Worst-Group Error?—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
Conditional Supervised Contrastive Learning for Fair Text ClassificationCode0
Data-driven, Internet-inspired, and Scalable EV Charging for Power Distribution Grid—0
Addressing Strategic Manipulation Disparities in Fair Classification—0
Responsible Artificial Intelligence -- from Principles to Practice—0
Theoretically Accurate Regularization Technique for Matrix Factorization based Recommender Systems—0
E2FL: Equal and Equitable Federated Learning—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