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Fairness

Papers

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Showing 5051–5075 of 5676 papers

TitleStatusHype
Pipeline Interventions—0
Convex Fairness Constrained Model Using Causal Effect Estimators—0
Symbolic Controller Synthesis for B\"uchi Specifications on Stochastic Systems—0
CheXclusion: Fairness gaps in deep chest X-ray classifiersCode1
Algorithms for Fair Team Formation in Online Labour Marketplaces—0
Fast Fair Regression via Efficient Approximations of Mutual InformationCode0
Metric-Free Individual Fairness in Online Learning—0
Trust dynamics and user attitudes on recommendation errors: preliminary results—0
Post-Comparison Mitigation of Demographic Bias in Face Recognition Using Fair Score NormalizationCode0
Fair Correlation Clustering—0
Diversity and Inclusion Metrics in Subset Selection—0
Oblivious Data for Fairness with KernelsCode0
A novel initialisation based on hospital-resident assignment for the k-modes algorithm—0
Weakly-Supervised Disentanglement Without CompromisesCode1
Fair Correlation ClusteringCode0
Joint Optimization of AI Fairness and Utility: A Human-Centered Approach—0
FAE: A Fairness-Aware Ensemble Framework—0
Fair Allocation Based Soft Load Shedding—0
Cooperative Energy Scheduling for Microgrids under Peak Demand Energy Plans—0
Deontological Ethics By Monotonicity Shape ConstraintsCode1
Verifying Tree Ensembles by Reasoning about Potential InstancesCode0
On Constraint Definability in Tractable Probabilistic Models—0
Bounded Incentives in Manipulating the Probabilistic Serial Rule—0
Lagrangian Duality for Constrained Deep Learning—0
On the Fairness of Randomized Trials for Recommendation with Heterogeneous Demographics and Beyond—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