SOTAVerified

Fairness

Papers

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Showing 2476–2500 of 5676 papers

TitleStatusHype
Fairness Through Causal Awareness: Learning Latent-Variable Models for Biased Data—0
Fairness Through Computationally-Bounded Awareness—0
Federating for Learning Group Fair Models—0
How GPT-3 responds to different publics on climate change and Black Lives Matter: A critical appraisal of equity in conversational AI—0
Collaborative Honeypot Defense in UAV Networks: A Learning-Based Game Approach—0
Fairness through Equality of Effort—0
CO-VADA: A Confidence-Oriented Voice Augmentation Debiasing Approach for Fair Speech Emotion Recognition—0
Fairness through Social Welfare Optimization—0
Fairness Through Regularization for Learning to Rank—0
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing—0
Coverage and Spectral Efficiency of NOMA-Enabled LEO Satellite Networks with Ordering Schemes—0
Fairness Uncertainty Quantification: How certain are you that the model is fair?—0
Fairness under Competition—0
Fairness Under Composition—0
AI for Explaining Decisions in Multi-Agent Environments—0
FairLens: Auditing Black-box Clinical Decision Support Systems—0
Fairness Under Feature Exemptions: Counterfactual and Observational Measures—0
A Self-Supervised Learning Pipeline for Demographically Fair Facial Attribute Classification—0
Fair Machine Learning Under Partial Compliance—0
Fair ranking: a critical review, challenges, and future directions—0
Fairness via Adversarial Attribute Neighbourhood Robust Learning—0
Fairness via AI: Bias Reduction in Medical Information—0
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations—0
Fairness via In-Processing in the Over-parameterized Regime: A Cautionary Tale—0
Fair regression via plug-in estimator and recalibration with statistical guarantees—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