SOTAVerified

Fairness

Papers

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Showing 3701–3725 of 5676 papers

TitleStatusHype
Neuro-Symbolic Verification of Deep Neural NetworksCode0
Implications of Distance over Redistricting Maps: Central and Outlier Maps—0
Explainability for identification of vulnerable groups in machine learning models—0
Are Big Recommendation Models Fair to Cold Users?—0
KL Divergence Estimation with Multi-group AttributionCode0
Setting Fair Incentives to Maximize Improvement—0
Selection, Ignorability and Challenges With Causal Fairness—0
EdgeMixup: Improving Fairness for Skin Disease Classification and Segmentation—0
Fast Feature Selection with Fairness Constraints—0
Efficient Attribute Unlearning: Towards Selective Removal of Input Attributes from Feature Representations—0
The Unfairness of Popularity Bias in Book RecommendationCode0
The Unfairness of Active Users and Popularity Bias in Point-of-Interest RecommendationCode0
se-Shweshwe Inspired Fashion Generation—0
On Learning and Testing of Counterfactual Fairness through Data Preprocessing—0
Attainability and Optimality: The Equalized Odds Fairness Revisited—0
Exploring the Unfairness of DP-SGD Across Settings—0
A Fair Empirical Risk Minimization with Generalized EntropyCode0
A Fair Pricing Model via Adversarial Learning—0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
A Complete Criterion for Value of Information in Soluble Influence Diagrams—0
The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices—0
Fairness-Aware Naive Bayes Classifier for Data with Multiple Sensitive Features—0
Towards User-Centered Metrics for Trustworthy AI in Immersive Cyberspace—0
Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animals—0
Sensing as a Service in 6G Perceptive Networks: A Unified Framework for ISAC Resource Allocation—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