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Fairness

Papers

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Showing 3401–3450 of 5676 papers

TitleStatusHype
Understanding Instance-Level Impact of Fairness ConstraintsCode0
Personalized Detection of Cognitive Biases in Actions of Users from Their Logs: Anchoring and Recency Biases—0
Fairness via In-Processing in the Over-parameterized Regime: A Cautionary Tale—0
AFAFed -- Protocol analysis—0
Fair Machine Learning in Healthcare: A Review—0
Flexible text generation for counterfactual fairness probing—0
Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction—0
Human-AI Collaboration in Decision-Making: Beyond Learning to Defer—0
Transferring Fairness under Distribution Shifts via Fair Consistency RegularizationCode0
On Structural Explanation of Bias in Graph Neural NetworksCode0
Achievement and Fragility of Long-term Equitability—0
Bugs in Machine Learning-based Systems: A Faultload Benchmark—0
Experts' View on Challenges and Needs for Fairness in Artificial Intelligence for Education—0
Three Applications of Conformal Prediction for Rating Breast Density in Mammography—0
A Disability Lens towards Biases in GPT-3 Generated Open-Ended Languages—0
Context matters for fairness -- a case study on the effect of spatial distribution shifts—0
Multi-Access Point Coordination for Next-Gen Wi-Fi Networks Aided by Deep Reinforcement Learning—0
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing—0
OpenXAI: Towards a Transparent Evaluation of Model ExplanationsCode1
FairGrad: Fairness Aware Gradient DescentCode1
The Right Tool for the Job: Open-Source Auditing Tools in Machine Learning—0
Classification Utility, Fairness, and Compactness via Tunable Information Bottleneck and Rényi MeasuresCode0
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold—0
Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services—0
Algorithmic Fairness and Vertical Equity: Income Fairness with IRS Tax Audit Models—0
Multiple Fairness and Cardinality constraints for Students-Topics Grouping Problem—0
Fairness-aware Model-agnostic Positive and Unlabeled Learning—0
Adversarial Scrutiny of Evidentiary Statistical Software—0
Fair Generalized Linear Models with a Convex PenaltyCode0
Motley: Benchmarking Heterogeneity and Personalization in Federated LearningCode0
Learning Fair Representation via Distributional Contrastive DisentanglementCode1
Learning to Teach Fairness-aware Deep Multi-task Learning—0
Active Fairness Auditing—0
Metric-Fair Classifier Derandomization—0
Beyond Adult and COMPAS: Fairness in Multi-Class PredictionCode0
Fair Ranking as Fair Division: Impact-Based Individual Fairness in RankingCode0
RecBole 2.0: Towards a More Up-to-Date Recommendation LibraryCode4
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview—0
Disparate Impact in Differential Privacy from Gradient MisalignmentCode1
Measuring Representational Harms in Image Captioning—0
ABCinML: Anticipatory Bias Correction in Machine Learning ApplicationsCode0
Causal Discovery for Fairness—0
Moving towards FAIR practices in epidemiological research—0
Learning Feature Disentanglement and Dynamic Fusion for Recaptured Image Forensic—0
Specifying and Testing k-Safety Properties for Machine-Learning ModelsCode0
A Machine Learning Model for Predicting, Diagnosing, and Mitigating Health Disparities in Hospital Readmission—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
Comprehensive Fair Meta-learned Recommender SystemCode0
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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