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Fairness

Papers

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Showing 651–700 of 5676 papers

TitleStatusHype
Human-in-the-loop Fairness: Integrating Stakeholder Feedback to Incorporate Fairness Perspectives in Responsible AICode0
FairCoder: Evaluating Social Bias of LLMs in Code GenerationCode0
Enumerating Fair Packages for Group RecommendationsCode0
Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective OptimizationCode0
E Pluribus Unum: Guidelines on Multi-Objective Evaluation of Recommender SystemsCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Achieving Fairness through Adversarial Learning: an Application to Recidivism PredictionCode0
EqGNN: Equalized Node Opportunity in GraphsCode0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognitionCode0
ABCFair: an Adaptable Benchmark approach for Comparing Fairness MethodsCode0
Enhancing Robust Fairness via Confusional Spectral RegularizationCode0
Ensuring Fairness Beyond the Training DataCode0
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
A Machine Learning System for Retaining Patients in HIV CareCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
ALUE: Arabic Language Understanding EvaluationCode0
ALTER: Auxiliary Text Rewriting Tool for Natural Language GenerationCode0
Addressing multiple metrics of group fairness in data-driven decision makingCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Equal Experience in Recommender SystemsCode0
An Algorithmic Framework for Fairness ElicitationCode0
Addressing Missing Sources with Adversarial Support-MatchingCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Addressing Marketing Bias in Product RecommendationsCode0
Achieving Fairness in DareFightingICE Agents Evaluation Through a Delay MechanismCode0
"All that Glitters": Approaches to Evaluations with Unreliable Model and Human AnnotationsCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
Addressing Fairness, Bias and Class Imbalance in Machine Learning: the FBI-lossCode0
Efficient Task-Specific Data Valuation for Nearest Neighbor AlgorithmsCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
Fairness Explainability using Optimal Transport with Applications in Image ClassificationCode0
Efficient Estimation of Shortest-Path Distance Distributions to Samples in GraphsCode0
Aligning Visual Contrastive learning models via Preference OptimizationCode0
Addressing Correlated Latent Exogenous Variables in Debiased Recommender SystemsCode0
Aligning (Medical) LLMs for (Counterfactual) FairnessCode0
Addressing Both Statistical and Causal Gender Fairness in NLP ModelsCode0
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate AdaptersCode0
Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue OptimizationCode0
Equalized odds postprocessing under imperfect group informationCode0
Efficient Algorithms For Fair Clustering with a New Fairness NotionCode0
Policy Learning with Observational DataCode0
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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