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Fairness

Papers

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Showing 3626–3650 of 5676 papers

TitleStatusHype
Experts' View on Challenges and Needs for Fairness in Artificial Intelligence for Education—0
A Disability Lens towards Biases in GPT-3 Generated Open-Ended Languages—0
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing—0
Multi-Access Point Coordination for Next-Gen Wi-Fi Networks Aided by Deep Reinforcement Learning—0
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold—0
Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services—0
Algorithmic Fairness and Vertical Equity: Income Fairness with IRS Tax Audit Models—0
Multiple Fairness and Cardinality constraints for Students-Topics Grouping Problem—0
The Right Tool for the Job: Open-Source Auditing Tools in Machine Learning—0
Classification Utility, Fairness, and Compactness via Tunable Information Bottleneck and Rényi MeasuresCode0
Fairness-aware Model-agnostic Positive and Unlabeled Learning—0
Adversarial Scrutiny of Evidentiary Statistical Software—0
Fair Generalized Linear Models with a Convex PenaltyCode0
Motley: Benchmarking Heterogeneity and Personalization in Federated LearningCode0
Active Fairness Auditing—0
Learning to Teach Fairness-aware Deep Multi-task Learning—0
Fair Ranking as Fair Division: Impact-Based Individual Fairness in RankingCode0
Beyond Adult and COMPAS: Fairness in Multi-Class PredictionCode0
Metric-Fair Classifier Derandomization—0
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview—0
Measuring Representational Harms in Image Captioning—0
ABCinML: Anticipatory Bias Correction in Machine Learning ApplicationsCode0
Causal Discovery for Fairness—0
Moving towards FAIR practices in epidemiological research—0
A Machine Learning Model for Predicting, Diagnosing, and Mitigating Health Disparities in Hospital Readmission—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