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Fairness

Papers

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Showing 5301–5350 of 5676 papers

TitleStatusHype
Fairness of ChatGPT and the Role Of Explainable-Guided PromptsCode0
RELIANT: Fair Knowledge Distillation for Graph Neural NetworksCode0
Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data SubpopulationsCode0
Fairness of Exposure in Light of Incomplete Exposure EstimationCode0
Fairness of Exposure in Online Restless Multi-armed BanditsCode0
Style Pooling: Automatic Text Style Obfuscation for Improved Classification FairnessCode0
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based PerspectiveCode0
Biased Heritage: How Datasets Shape Models in Facial Expression RecognitionCode0
Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision MakingCode0
CULTURE-GEN: Revealing Global Cultural Perception in Language Models through Natural Language PromptingCode0
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive TasksCode0
FairDrop: Biased Edge Dropout for Enhancing Fairness in Graph Representation LearningCode0
[RE] Modeling Personalized Item Frequency Information for Next-basket RecommendationCode0
Removing biased data to improve fairness and accuracyCode0
Learning Optimal Predictive ChecklistsCode0
Bias Disparity in Collaborative Recommendation: Algorithmic Evaluation and ComparisonCode0
An Empirical Study of Rich Subgroup Fairness for Machine LearningCode0
On the Privacy Risks of Algorithmic FairnessCode0
Summarizing User-generated Textual Content: Motivation and Methods for Fairness in Algorithmic SummariesCode0
Learning Rate Free Sampling in Constrained DomainsCode0
Fairness Properties of Face Recognition and Obfuscation SystemsCode0
Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge RetrievalCode0
Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter AlignmentCode0
A General Approach for Computing a Consensus in Group Decision Making That Integrates Multiple Ethical PrinciplesCode0
Towards Fair Classifiers Without Sensitive Attributes: Exploring Biases in Related FeaturesCode0
Fairness risk measuresCode0
Where Did Your Model Learn That? Label-free Influence for Self-supervised LearningCode0
Subgroup Fairness in Two-Sided MarketsCode0
Subgroup Generalization and Fairness of Graph Neural NetworksCode0
Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise ConstraintsCode0
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual DistributionsCode0
Beyond Parity: Fairness Objectives for Collaborative FilteringCode0
A Taxation Perspective for Fair Re-rankingCode0
Repeat-bias-aware Optimization of Beyond-accuracy Metrics for Next Basket RecommendationCode0
Fairness through Aleatoric UncertaintyCode0
Learning to be Fair: A Consequentialist Approach to Equitable Decision-MakingCode0
Beyond Models! Explainable Data Valuation and Metric Adaption for RecommendationCode0
Fairness Through Counterfactual UtilitiesCode0
Cross-Institutional Transfer Learning for Educational Models: Implications for Model Performance, Fairness, and EquityCode0
Beyond Adult and COMPAS: Fairness in Multi-Class PredictionCode0
Learning to Deceive with Attention-Based ExplanationsCode0
Fairness Through MatchingCode0
Subgroup Robustness Grows On Trees: An Empirical Baseline InvestigationCode0
Subgroups Matter for Robust Bias MitigationCode0
Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences between Pretrained Generative ModelsCode0
Fairness Transferability Subject to Bounded Distribution ShiftCode0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
On the Within-Group Fairness of Screening ClassifiersCode0
A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine TranslationCode0
Fairness Under Cover: Evaluating the Impact of Occlusions on Demographic Bias in Facial RecognitionCode0
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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