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Fairness

Papers

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Showing 5301–5350 of 5676 papers

TitleStatusHype
Inherent Tradeoffs in Learning Fair Representations—0
Variational Fair ClusteringCode0
Adversarial training approach for local data debiasing—0
The Price of Local Fairness in Multistage SelectionCode0
Image Counterfactual Sensitivity Analysis for Detecting Unintended Bias—0
Principled Frameworks for Evaluating Ethics in NLP Systems—0
Fairness-Aware Scheduling in Multi-Numerology Based 5G New Radio—0
Multi-type Resource Allocation with Partial Preferences—0
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary ClassificationCode0
Pairwise Fairness for Ranking and Regression—0
ProPublica's COMPAS Data RevisitedCode0
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination PatternsCode0
Quantification and Analysis of Layer-wise and Pixel-wise Information DiscardingCode0
FaRM: Fair Reward Mechanism for Information Aggregation in Spontaneous Localized Settings (Extended Version)—0
Stretching the Effectiveness of MLE from Accuracy to Bias for Pairwise Comparisons—0
Maximum Weighted Loss DiscrepancyCode0
Addictive Auctions: using lucky-draw and gambling addiction to increase participation during auctioningCode0
Equalized odds postprocessing under imperfect group informationCode0
Fair Division Without Disparate Impact—0
Flexibly Fair Representation Learning by Disentanglement—0
Fair Near Neighbor Search: Independent Range Sampling in High DimensionsCode0
Data preprocessing to mitigate bias: A maximum entropy based approachCode0
Enumeration of Distinct Support Vectors for Interactive Decision Making—0
Towards Fair and Privacy-Preserving Federated Deep ModelsCode0
Balanced Ranking with Diversity Constraints—0
Assessing Disparate Impacts of Personalized Interventions: Identifiability and BoundsCode0
Disparate Vulnerability to Membership Inference AttacksCode0
Achieving Fairness in Determining Medicaid Eligibility through Fairgroup Construction—0
Metric Learning for Individual Fairness—0
Assessing Algorithmic Fairness with Unobserved Protected Class Using Data CombinationCode0
On the Fairness of Disentangled Representations—0
Principal Fairness: Removing Bias via Projections—0
Optimized Score Transformation for Consistent Fair Classification—0
Fair Regression: Quantitative Definitions and Reduction-based AlgorithmsCode1
Fairness and Missing ValuesCode0
Unsupervised Model Selection for Variational Disentangled Representation Learning—0
FairSearch: A Tool For Fairness in Ranked Search Results—0
Efficient candidate screening under multiple tests and implications for fairness—0
Achieving Fairness in Stochastic Multi-armed Bandit Problem—0
Equal Opportunity and Affirmative Action via Counterfactual Predictions—0
Fair Resource Allocation in Federated LearningCode0
An Algorithmic Framework for Fairness ElicitationCode0
Average Individual Fairness: Algorithms, Generalization and ExperimentsCode0
Compositional Fairness Constraints for Graph EmbeddingsCode0
Protecting the Protected Group: Circumventing Harmful Fairness—0
CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models—0
Contrastive Fairness in Machine Learning—0
Fair Resource Allocation in Federated Learning—0
Fairness in Machine Learning with Tractable Models—0
A Human-Centered Approach to Interactive Machine Learning—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