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Fairness

Papers

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Showing 3701–3750 of 5676 papers

TitleStatusHype
Prototype Based Classification from Hierarchy to FairnessCode0
StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and StereotypesCode0
Generalized Reductions: Making any Hierarchical Clustering Fair and Balanced with Low Cost—0
Fairness and Welfare Quantification for Regret in Multi-Armed Bandits—0
Flexible Group Fairness Metrics for Survival AnalysisCode0
A Fair Federated Learning Framework With Reinforcement Learning—0
Bias in Machine Learning Models Can Be Significantly Mitigated by Careful Training: Evidence from Neuroimaging Studies—0
Fairness in Recommendation: Foundations, Methods and Applications—0
Fair Representation Learning through Implicit Path Alignment—0
Cali3F: Calibrated Fast Fair Federated Recommendation System—0
Fairness of Exposure in Light of Incomplete Exposure EstimationCode0
Helpfulness and Fairness of Task-Oriented Dialogue Systems—0
Toward Understanding Bias Correlations for Mitigation in NLP—0
Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy—0
Bias Discovery in Machine Learning Models for Mental Health—0
Multi-objective Optimization of Clustering-based Scheduling for Multi-workflow On Clouds Considering Fairness—0
Fairness in Recommender Systems: Research Landscape and Future DirectionsCode0
PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning—0
Why does Throwing Away Data Improve Worst-Group Error?—0
Conditional Supervised Contrastive Learning for Fair Text ClassificationCode0
Data-driven, Internet-inspired, and Scalable EV Charging for Power Distribution Grid—0
Responsible Artificial Intelligence -- from Principles to Practice—0
Addressing Strategic Manipulation Disparities in Fair Classification—0
Theoretically Accurate Regularization Technique for Matrix Factorization based Recommender Systems—0
CertiFair: A Framework for Certified Global Fairness of Neural Networks—0
Survey on Fair Reinforcement Learning: Theory and Practice—0
The Fairness of Credit Scoring Models—0
Data-driven Distributed Control to Scale EV Integration into Power Grid—0
Assessing Demographic Bias Transfer from Dataset to Model: A Case Study in Facial Expression RecognitionCode0
Measuring algorithmic interpretability: A human-learning-based framework and the corresponding cognitive complexity score—0
FairNorm: Fair and Fast Graph Neural Network Training—0
Adaptive Fairness-Aware Online Meta-Learning for Changing Environments—0
FIND:Explainable Framework for Meta-learning—0
What's the Harm? Sharp Bounds on the Fraction Negatively Affected by TreatmentCode0
E2FL: Equal and Equitable Federated Learning—0
What Is Fairness? On the Role of Protected Attributes and Fictitious Worlds—0
DPER: Dynamic Programming for Exist-Random Stochastic SATCode0
Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization—0
Accurate Fairness: Improving Individual Fairness without Trading AccuracyCode0
Multi-disciplinary fairness considerations in machine learning for clinical trials—0
Debiasing Neural Retrieval via In-batch Balancing Regularization—0
The Fairness of Machine Learning in Insurance: New Rags for an Old Man?—0
Trustworthy Graph Neural Networks: Aspects, Methods and Trends—0
How Different Groups Prioritize Ethical Values for Responsible AI—0
Pareto-Optimal Fairness-Utility Amortizations in Rankings with a DBN Exposure Model—0
Explanation-Guided Fairness Testing through Genetic AlgorithmCode0
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations—0
Fairness and Explainability in Automatic Decision-Making Systems. A challenge for computer science and law—0
Comparison of attention models and post-hoc explanation methods for embryo stage identification: a case study—0
Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits—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