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Fairness

Papers

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Showing 3751–3775 of 5676 papers

TitleStatusHype
Are Fairness Perceptions Shaped by Income Inequality? Evidence from Latin America—0
FMP: Toward Fair Graph Message Passing against Topology Bias—0
Counterfactual Multi-Token Fairness in Text Classification—0
Alexa, in you, I trust! Fairness and Interpretability Issues in E-commerce Search through Smart Speakers—0
Cascaded Debiasing: Studying the Cumulative Effect of Multiple Fairness-Enhancing InterventionsCode0
PrivFair: a Library for Privacy-Preserving Fairness AuditingCode0
Optimal Transport of Classifiers to FairnessCode0
Self-Conditioned Generative Adversarial Networks for Image EditingCode1
Fair SA: Sensitivity Analysis for Fairness in Face Recognition—0
SLIDE: a surrogate fairness constraint to ensure fairness consistencyCode0
Introducing the Expohedron for Efficient Pareto-optimal Fairness-Utility Amortizations in Repeated RankingsCode0
Learning fair representation with a parametric integral probability metricCode0
Distributionally Robust Fair Principal Components via Geodesic Descents—0
AI-based artistic representation of emotions from EEG signals: a discussion on fairness, inclusion, and aestheticsCode0
(Almost) Envy-Free, Proportional and Efficient Allocations of an Indivisible Mixed Manna—0
Doing Right by Not Doing Wrong in Human-Robot Collaboration—0
Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods—0
Dikaios: Privacy Auditing of Algorithmic Fairness via Attribute Inference Attacks—0
Smartphone-based Hard-braking Event Detection at Scale for Road Safety Services—0
Fair Representation Clustering with Several Protected Classes—0
Proportional Fairness in Federated LearningCode1
Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcareCode0
FORML: Learning to Reweight Data for Fairness—0
Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems—0
Fairness of Machine Learning Algorithms in Demography—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