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Fairness

Papers

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Showing 5001–5050 of 5676 papers

TitleStatusHype
FairJob: A Real-World Dataset for Fairness in Online SystemsCode0
Towards Characterizing Domain Counterfactuals For Invertible Latent Causal ModelsCode0
Fair k-Center Clustering for Data SummarizationCode0
When Fair Classification Meets Noisy Protected AttributesCode0
Towards Class-wise Fair Adversarial Training via Anti-Bias Soft Label DistillationCode0
Fairkit, Fairkit, on the Wall, Who's the Fairest of Them All? Supporting Data Scientists in Training Fair ModelsCode0
Nonconvex Optimization for Regression with Fairness ConstraintsCode0
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic OptimizationCode0
Generalizing Fairness to Generative Language Models via Reformulation of Non-discrimination CriteriaCode0
FairLay-ML: Intuitive Debugging of Fairness in Data-Driven Social-Critical SoftwareCode0
FairLay-ML: Intuitive Remedies for Unfairness in Data-Driven Social-Critical AlgorithmsCode0
To which reference class do you belong? Measuring racial fairness of reference classes with normative modelingCode0
Non-iterative Optimization of Trajectory and Radio Resource for Aerial NetworkCode0
Policy-Gradient Training of Fair and Unbiased Ranking FunctionsCode0
(Un)certainty of (Un)fairness: Preference-Based Selection of Certainly Fair Decision-MakersCode0
Non-Orthogonal Multiple Access Assisted by Reconfigurable Intelligent Surface Using Unsupervised Machine LearningCode0
Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph ClusteringCode0
The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the xAUC MetricCode0
Calibration for the (Computationally-Identifiable) MassesCode0
AI-based artistic representation of emotions from EEG signals: a discussion on fairness, inclusion, and aestheticsCode0
Decoding Demographic un-fairness from Indian NamesCode0
Decision-centric fairness: Evaluation and optimization for resource allocation problemsCode0
Fairness for Robust Log Loss ClassificationCode0
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT RankersCode0
Quota-based debiasing can decrease representation of already underrepresented groupsCode0
AI Alignment in Medical Imaging: Unveiling Hidden Biases Through Counterfactual AnalysisCode0
Achieving Long-Term Fairness in Sequential Decision MakingCode0
The Fairness Stitch: Unveiling the Potential of Model Stitching in Neural Network De-BiasingCode0
Nuanced Metrics for Measuring Unintended Bias with Real Data for Text ClassificationCode0
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
Null-sampling for Interpretable and Fair RepresentationsCode0
Integral Privacy for SamplingCode0
Achieving Counterfactual Fairness with Imperfect Structural Causal ModelCode0
Fair Machine Unlearning: Data Removal while Mitigating DisparitiesCode0
Towards Conceptualization of "Fair Explanation": Disparate Impacts of anti-Asian Hate Speech Explanations on Content ModeratorsCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Oblivious Data for Fairness with KernelsCode0
Deceptive Fairness Attacks on Graphs via Meta LearningCode0
Obtaining Dyadic Fairness by Optimal TransportCode0
Software Engineering Principles for Fairer Systems: Experiments with GroupCARTCode0
Offline Contextual Bandits with High Probability Fairness GuaranteesCode0
FairMILE: Towards an Efficient Framework for Fair Graph Representation LearningCode0
Towards counterfactual fairness through auxiliary variablesCode0
The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine LearningCode0
Fair Mixed Effects Support Vector MachineCode0
SoK: Unintended Interactions among Machine Learning Defenses and RisksCode0
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding SpacesCode0
Trade-Offs Between Fairness and Privacy in Language ModelingCode0
FAIRM: Learning invariant representations for algorithmic fairness and domain generalization with minimax optimalityCode0
Mutatis Mutandis: Revisiting the Comparator in Discrimination TestingCode0
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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