SOTAVerified

Fairness

Papers

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Showing 3576–3600 of 5676 papers

TitleStatusHype
Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey—0
SHAP-XRT: The Shapley Value Meets Conditional Independence TestingCode0
Understanding Unfairness in Fraud Detection through Model and Data Bias Interactions—0
Towards A Holistic View of Bias in Machine Learning: Bridging Algorithmic Fairness and Imbalanced LearningCode0
RepFair-GAN: Mitigating Representation Bias in GANs Using Gradient Clipping—0
Long Term Fairness for Minority Groups via Performative Distributionally Robust Optimization—0
Causal Conceptions of Fairness and their Consequences—0
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and UtilityCode0
How Robust is your Fair Model? Exploring the Robustness of Diverse Fairness StrategiesCode0
On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods—0
On the Need and Applicability of Causality for Fairness: A Unified Framework for AI Auditing and Legal Analysis—0
Graph-based Multi-View Fusion and Local Adaptation: Mitigating Within-Household Confusability for Speaker Identification—0
Probing Classifiers are Unreliable for Concept Removal and Detection—0
Fairness and Bias in Robot Learning—0
Individual Preference Stability for ClusteringCode0
Group Equality in Adaptive Submodular MaximizationCode0
A Comprehensive Empirical Study of Bias Mitigation Methods for Machine Learning ClassifiersCode0
Calibrate to InterpretCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
Towards Substantive Conceptions of Algorithmic Fairness: Normative Guidance from Equal Opportunity Doctrines—0
Rawlsian AssignmentsCode0
User Pairing and Power Allocation for FTN-based SC-NOMA and MIMO-NOMA Systems Considering User Fairness—0
Developing a Philosophical Framework for Fair Machine Learning: Lessons From The Case of Algorithmic Collusion—0
How Robust is Your Fairness? Evaluating and Sustaining Fairness under Unseen Distribution Shifts—0
Time-consistent pension policy with minimum guarantee and sustainability constraint—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