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Fairness

Papers

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Showing 3976–4000 of 5676 papers

TitleStatusHype
Power Control for Multigroup Multicast Cell-Free Massive MIMO Downlink—0
The Fairness Field Guide: Perspectives from Social and Formal Sciences—0
Blackbox Post-Processing for Multiclass FairnessCode0
Fighting Money Laundering with Statistics and Machine Learning—0
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation—0
FairEdit: Preserving Fairness in Graph Neural Networks through Greedy Graph EditingCode0
Fairness Score and Process Standardization: Framework for Fairness Certification in Artificial Intelligence Systems—0
A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction—0
Fair and efficient contribution valuation for vertical federated learning—0
The Effect of Model Compression on Fairness in Facial Expression Recognition—0
Parity-based Cumulative Fairness-aware Boosting—0
Fair Data Representation for Machine Learning at the Pareto FrontierCode0
Toward Pareto Efficient Fairness-Utility Trade-off inRecommendation through Reinforcement Learning—0
BARACK: Partially Supervised Group Robustness With Guarantees—0
Self Reward Design with Fine-grained InterpretabilityCode0
Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence—0
EiFFFeL: Enforcing Fairness in Forests by Flipping Leaves—0
Private Private Information—0
Socially-Optimal Mechanism Design for Incentivized Online Learning—0
Online Allocation Problem with Two-sided Resource Constraints—0
NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron IdentificationCode0
Forward Composition Propagation for Explainable Neural ReasoningCode0
Modeling Implicit Bias with Fuzzy Cognitive MapsCode0
Simple and near-optimal algorithms for hidden stratification and multi-group learning—0
Testing Relative Fairness in Human Decisions With Machine LearningCode0
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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