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Fairness

Papers

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Showing 3651–3700 of 5676 papers

TitleStatusHype
Specifying and Testing k-Safety Properties for Machine-Learning ModelsCode0
Learning Feature Disentanglement and Dynamic Fusion for Recaptured Image Forensic—0
Bounding and Approximating Intersectional Fairness through Marginal FairnessCode0
Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement LearningCode0
Improved Approximation for Fair Correlation ClusteringCode0
Individually Fair Learning with One-Sided Feedback—0
Comprehensive Fair Meta-learned Recommender SystemCode0
A Survey on the Fairness of Recommender Systems—0
How unfair is private learning ?—0
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models—0
Efficient Resource Allocation with Fairness Constraints in Restless Multi-Armed Bandits—0
Fair Classification via Domain Adaptation: A Dual Adversarial Learning ApproachCode0
pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning—0
What-is and How-to for Fairness in Machine Learning: A Survey, Reflection, and Perspective—0
Group privacy for personalized federated learning—0
Group Meritocratic Fairness in Linear Contextual BanditsCode0
Fairness and Unfairness in Binary and Multiclass Classification: Quantifying, Calculating, and BoundingCode0
Recent Advances in Bayesian Optimization—0
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial LearningCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
FIFA: Making Fairness More Generalizable in Classifiers Trained on Imbalanced Data—0
A Human-Centric Take on Model Monitoring—0
Towards Responsible AI for Financial Transactions—0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
(Im)possibility of Collective Intelligence—0
The Algorithmic Imprint—0
Fair Classification via Transformer Neural Networks: Case Study of an Educational Domain—0
Learning Distributed and Fair Policies for Network Load Balancing as Markov Potential GameCode0
Improving Fairness in Large-Scale Object Recognition by CrowdSourced Demographic Information—0
Towards Responsible AI: A Design Space Exploration of Human-Centered Artificial Intelligence User Interfaces to Investigate Fairness—0
How Biased are Your Features?: Computing Fairness Influence Functions with Global Sensitivity AnalysisCode0
FETA: Fairness Enforced Verifying, Training, and Predicting Algorithms for Neural Networks—0
Use of a Citizen Science Platform for the Creation of a Language Resource to Study Bias in Language Models for French: A Case Study—0
Transparency and Explainability of a Machine Learning Model in the Context of Human Resource Management—0
Variable importance without impossible data—0
Certifying Some Distributional Fairness with Subpopulation DecompositionCode0
Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness CriteriaCode0
To the Fairness Frontier and Beyond: Identifying, Quantifying, and Optimizing the Fairness-Accuracy Pareto Frontier—0
Fairness Transferability Subject to Bounded Distribution ShiftCode0
Bias-inducing geometries: an exactly solvable data model with fairness implications—0
Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity—0
Fool SHAP with Stealthily Biased SamplingCode0
Most Equitable Voting Rules—0
Uncertainty Quantification for Fairness in Two-Stage Recommender SystemsCode0
Metrizing FairnessCode0
Random Rank: The One and Only Strategyproof and Proportionally Fair Randomized Facility Location Mechanism—0
Optimal Decision Diagrams for Classification—0
Fair Labeled Clustering—0
Counterfactual Fairness with Partially Known Causal Graph—0
Subverting machines, fluctuating identities: Re-learning human categorization—0
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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