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Fairness

Papers

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Showing 1001–1050 of 5676 papers

TitleStatusHype
Language Fairness in Multilingual Information RetrievalCode0
Causally motivated Shortcut Removal Using Auxiliary LabelsCode0
Attraction-Repulsion clustering with applications to fairnessCode0
A Large-Scale Empirical Study on Improving the Fairness of Image Classification ModelsCode0
Causal Modeling for Fairness in Dynamical SystemsCode0
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsCode0
Are Large Language Models Really Bias-Free? Jailbreak Prompts for Assessing Adversarial Robustness to Bias ElicitationCode0
Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit RateCode0
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient AlignmentCode0
Equal Improvability: A New Fairness Notion Considering the Long-term ImpactCode0
Are Models Biased on Text without Gender-related Language?Code0
Learning Edge Properties in Graphs from Path AggregationsCode0
Equal Experience in Recommender SystemsCode0
Learning Fair and Interpretable Representations via Linear OrthogonalizationCode0
Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual FairnessCode0
Centralized Selection with Preferences in the Presence of BiasesCode0
Boosting Fair Classifier Generalization through Adaptive Priority ReweighingCode0
Attacks on fairness in Federated LearningCode0
Are Pretrained Multilingual Models Equally Fair Across Languages?Code0
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
Equal Opportunity in Online Classification with Partial FeedbackCode0
A Reproducibility Study of Product-side Fairness in Bundle RecommendationCode0
Evaluating ChatGPT-4 Vision on Brazil's National Undergraduate Computer Science ExamCode0
"Explain it in the Same Way!" -- Model-Agnostic Group Fairness of Counterfactual ExplanationsCode0
Fair Clustering: A Causal PerspectiveCode0
Fairness-Aware Structured Pruning in TransformersCode0
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognitionCode0
Size-adaptive Hypothesis Testing for FairnessCode0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
Ensuring Fairness Beyond the Training DataCode0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Adaptive Fair Representation Learning for Personalized Fairness in Recommendations via Information AlignmentCode0
Enhancing Robust Fairness via Confusional Spectral RegularizationCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
A Taxation Perspective for Fair Re-rankingCode0
A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine TranslationCode0
AIM: Attributing, Interpreting, Mitigating Data UnfairnessCode0
Achieve Fairness without Demographics for Dermatological Disease DiagnosisCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
Efficient Task-Specific Data Valuation for Nearest Neighbor AlgorithmsCode0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

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