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Fairness

Papers

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Showing 4201–4250 of 5676 papers

TitleStatusHype
Fair Decision Rules for Binary Classification—0
What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis—0
Unaware Fairness: Hierarchical Random Forest for Protected Classes—0
Non-Comparative Fairness for Human-Auditing and Its Relation to Traditional Fairness Notions—0
Privacy Budget SchedulingCode1
Subgroup Generalization and Fairness of Graph Neural NetworksCode0
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness MetricsCode0
Improved Approximation Algorithms for Individually Fair Clustering—0
Balancing Accuracy and Fairness for Interactive Recommendation with Reinforcement Learning—0
Constrained Classification and Policy Learning—0
Towards Understanding and Mitigating Social Biases in Language ModelsCode1
What will it take to generate fairness-preserving explanations?—0
Multi-objective Asynchronous Successive HalvingCode3
Best-Case Lower Bounds in Online Learning—0
Fairness via Representation Neutralization—0
Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation—0
A Unified Approach to Fair Online Learning via Blackwell Approachability—0
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
Better Algorithms for Individually Fair k-ClusteringCode0
DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?Code0
FLEA: Provably Robust Fair Multisource Learning from Unreliable Training DataCode0
Evaluating Team Skill Aggregation in Online Competitive Games—0
Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification—0
Interpretable Face Manipulation Detection via Feature Whitening—0
Algorithmic Bias and Data Bias: Understanding the Relation between Distributionally Robust Optimization and Data Curation—0
pysentimiento: A Python Toolkit for Opinion Mining and Social NLP tasksCode1
A Fair and Ethical Healthcare Artificial Intelligence System for Monitoring Driver Behavior and Preventing Road Accidents—0
Maxmin-Fair Ranking: Individual Fairness under Group-Fairness Constraints—0
Evaluating Gender Bias in Hindi-English Machine Translation—0
FAIR: Fairness-Aware Information Retrieval Evaluation—0
Costs and Benefits of Fair Regression—0
Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods—0
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises—0
Massive Wireless Energy Transfer with Statistical CSI Beamforming—0
Fairness as Equality of Opportunity: Normative Guidance from Political Philosophy—0
Demographic Fairness in Face Identification: The Watchlist Imbalance Effect—0
On Large-Cohort Training for Federated Learning—0
Simon Says: Evaluating and Mitigating Bias in Pruned Neural Networks with Knowledge DistillationCode0
Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and FairnessCode1
Planning to Fairly Allocate: Probabilistic Fairness in the Restless Bandit SettingCode0
Characterizing the risk of fairwashingCode0
Fair Clustering Under a Bounded Cost—0
Can Explainable AI Explain Unfairness? A Framework for Evaluating Explainable AI—0
FairCanary: Rapid Continuous Explainable Fairness—0
Assessing Multilingual Fairness in Pre-trained Multimodal Representations—0
Consistent Instance False Positive Improves Fairness in Face Recognition—0
AI-driven Prices for Externalities and Sustainability in Production MarketsCode0
Fair Classification with Adversarial PerturbationsCode0
Fair Normalizing FlowsCode1
Cooperative Multi-Agent Fairness and Equivariant Policies—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