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Fairness

Papers

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Showing 551–600 of 5676 papers

TitleStatusHype
Equal Experience in Recommender SystemsCode0
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
Equal Improvability: A New Fairness Notion Considering the Long-term ImpactCode0
E Pluribus Unum: Guidelines on Multi-Objective Evaluation of Recommender SystemsCode0
Enumerating Fair Packages for Group RecommendationsCode0
EqGNN: Equalized Node Opportunity in GraphsCode0
Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual FairnessCode0
A novel approach for Fair Principal Component Analysis based on eigendecompositionCode0
Ensuring Fairness Beyond the Training DataCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
Assessing Algorithmic Fairness with Unobserved Protected Class Using Data CombinationCode0
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognitionCode0
Ethical Considerations for Responsible Data CurationCode0
Explaining Explanations: An Overview of Interpretability of Machine LearningCode0
FairCoder: Evaluating Social Bias of LLMs in Code GenerationCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
ABROCA Distributions For Algorithmic Bias Assessment: Considerations Around InterpretationCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
An Intersectional Definition of FairnessCode0
Adversarial Learning for Counterfactual FairnessCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural NetworksCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
An Algorithmic Framework for Fairness ElicitationCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
A New Perspective to Boost Performance Fairness for Medical Federated LearningCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
A New Notion of Individually Fair Clustering: α-Equitable k-CenterCode0
A Classification of Feedback Loops and Their Relation to Biases in Automated Decision-Making SystemsCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Efficient Estimation of Shortest-Path Distance Distributions to Samples in GraphsCode0
Policy Learning with Observational DataCode0
Efficient Algorithms For Fair Clustering with a New Fairness NotionCode0
Classification Utility, Fairness, and Compactness via Tunable Information Bottleneck and Rényi MeasuresCode0
Efficient Task-Specific Data Valuation for Nearest Neighbor AlgorithmsCode0
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate AdaptersCode0
Edge-Colored Clustering in Hypergraphs: Beyond Minimizing Unsatisfied EdgesCode0
Equalized odds postprocessing under imperfect group informationCode0
A Brief Tutorial on Sample Size Calculations for Fairness AuditsCode0
An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human SupervisionCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
Fairness Improvement with Multiple Protected Attributes: How Far Are We?Code0
An Empirical Study of Rich Subgroup Fairness for Machine LearningCode0
DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?Code0
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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