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Fairness

Papers

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Showing 4876–4900 of 5676 papers

TitleStatusHype
Two Simple Ways to Learn Individual Fairness Metrics from Data—0
Achieving Fairness via Post-Processing in Web-Scale Recommender Systems—0
Fair clustering via equitable group representations—0
Structured Massive Access for Scalable Cell-Free Massive MIMO Systems—0
Fair Hierarchical Clustering—0
Towards Threshold Invariant Fair Classification—0
Individual Calibration with Randomized Forecasting—0
Algorithmic Decision Making with Conditional FairnessCode1
Fairness Through Robustness: Investigating Robustness Disparity in Deep LearningCode1
Deep Learning feature selection to unhide demographic recommender systems factors—0
LimeOut: An Ensemble Approach To Improve Process Fairness—0
Solving Constrained CASH Problems with ADMM—0
Fairness-Oriented Semi-Chaotic Genetic Algorithm-Based Channel Assignment Technique for Nodes Starvation Problem in Wireless Mesh Network—0
Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context—0
Quality Management of Machine Learning Systems—0
Learning Smooth and Fair Representations—0
Causal intersectionality for fair rankingCode1
On Adversarial Bias and the Robustness of Fair Machine LearningCode0
Intra-Processing Methods for Debiasing Neural NetworksCode1
Towards Model-Agnostic Post-Hoc Adjustment for Balancing Ranking Fairness and Algorithm UtilityCode0
Causal Inference with Deep Causal Graphs—0
Fairness Under Feature Exemptions: Counterfactual and Observational Measures—0
On Disentangled Representations Learned From Correlated DataCode1
Fair Influence Maximization: A Welfare Optimization Approach—0
Quota-based debiasing can decrease representation of already underrepresented groupsCode0
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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