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Fairness

Papers

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Showing 951–1000 of 5676 papers

TitleStatusHype
Approximating Discrimination Within Models When Faced With Several Non-Binary Sensitive AttributesCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and RelevanceCode0
Auditing for Spatial FairnessCode0
Auditing Fairness under Unobserved ConfoundingCode0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
CAPRI-FAIR: Integration of Multi-sided Fairness in Contextual POI Recommendation FrameworkCode0
Capturing Perspectives of Crowdsourced Annotators in Subjective Learning TasksCode0
Auditing Fairness by BettingCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Enhancing Robust Fairness via Confusional Spectral RegularizationCode0
How Far Can It Go?: On Intrinsic Gender Bias Mitigation for Text ClassificationCode0
Cascaded Debiasing: Studying the Cumulative Effect of Multiple Fairness-Enhancing InterventionsCode0
Caseformer: Pre-training for Legal Case Retrieval Based on Inter-Case DistinctionsCode0
Case Study: Predictive Fairness to Reduce Misdemeanor Recidivism Through Social Service InterventionsCode0
Indian-BhED: A Dataset for Measuring India-Centric Biases in Large Language ModelsCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Human-Algorithm Collaboration: Achieving Complementarity and Avoiding UnfairnessCode0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Human-Guided Fair Classification for Natural Language ProcessingCode0
Causal Concept Graph Models: Beyond Causal Opacity in Deep LearningCode0
Identifying Early Help Referrals For Local Authorities With Machine Learning And Bias AnalysisCode0
Enumerating Fair Packages for Group RecommendationsCode0
Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit RateCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Arbitrariness Lies Beyond the Fairness-Accuracy FrontierCode0
Fair Decisions Despite Imperfect PredictionsCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning MethodsCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
Improving Fairness in Image Classification via SketchingCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
Improving Fairness using Vision-Language Driven Image AugmentationCode0
Improving Fair Predictions Using Variational Inference In Causal ModelsCode0
Improving Fraud Detection with 1D-Convolutional Spiking Neural Networks Through Bayesian OptimizationCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
What is Fair? Defining Fairness in Machine Learning for HealthCode0
Achieving Counterfactual Fairness for Anomaly DetectionCode0
Attributing Fair Decisions with Attention InterventionsCode0
An Algorithmic Framework for Fairness ElicitationCode0
Individual Fairness for k-ClusteringCode0
Individual Fairness in Bayesian Neural NetworksCode0
Individual Preference Stability for ClusteringCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Information Bargaining: Bilateral Commitment in Bayesian PersuasionCode0
Integral Privacy for SamplingCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Active Sampling for Min-Max FairnessCode0
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
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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