SOTAVerified

Fairness

Papers

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Showing 4901–4950 of 5676 papers

TitleStatusHype
Provider Fairness and Beyond-Accuracy Trade-offs in Recommender SystemsCode0
Improving Fair Predictions Using Variational Inference In Causal ModelsCode0
Providing Previously Unseen Users Fair Recommendations Using Variational AutoencodersCode0
Improving Fraud Detection with 1D-Convolutional Spiking Neural Networks Through Bayesian OptimizationCode0
Differentially Private Fair Binary ClassificationsCode0
Developing Linguistic Patterns to Mitigate Inherent Human Bias in Offensive Language DetectionCode0
Developing a novel fair-loan-predictor through a multi-sensitive debiasing pipeline: DualFairCode0
Multi-Criteria Dimensionality Reduction with Applications to FairnessCode0
Verifying Fairness in Quantum Machine LearningCode0
Designing Equitable AlgorithmsCode0
Addictive Auctions: using lucky-draw and gambling addiction to increase participation during auctioningCode0
Improving LIME Robustness with Smarter Locality SamplingCode0
Data preprocessing to mitigate bias: A maximum entropy based approachCode0
Designing Closed Human-in-the-loop Deferral PipelinesCode0
Towards Automatic Bias Detection in Knowledge GraphsCode0
Improving Minimax Group Fairness in Sequential RecommendationCode0
Denoising individual bias for a fairer binary submatrix detectionCode0
Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and RelevanceCode0
PUFFLE: Balancing Privacy, Utility, and Fairness in Federated LearningCode0
FAIRE: Assessing Racial and Gender Bias in AI-Driven Resume EvaluationsCode0
FairEdit: Preserving Fairness in Graph Neural Networks through Greedy Graph EditingCode0
Probabilistic Verification of Fairness Properties via ConcentrationCode0
FaiREE: Fair Classification with Finite-Sample and Distribution-Free GuaranteeCode0
Exploring the Jungle of Bias: Political Bias Attribution in Language Models via Dependency AnalysisCode0
FairEM360: A Suite for Responsible Entity MatchingCode0
Fair-SSL: Building fair ML Software with less dataCode0
Can Less be More? When Increasing-to-Balancing Label Noise Rates Considered BeneficialCode0
Fair Enough: Searching for Sufficient Measures of FairnessCode0
Fair Enough: Standardizing Evaluation and Model Selection for Fairness Research in NLPCode0
A Primal-Dual Subgradient Approachfor Fair Meta LearningCode0
Imputation Strategies Under Clinical Presence: Impact on Algorithmic FairnessCode0
Fairer Analysis and Demographically Balanced Face Generation for Fairer Face VerificationCode0
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark DatasetsCode0
Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning ModelsCode0
Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery MethodsCode0
FairER: Entity Resolution with Fairness ConstraintsCode0
Incentive-Aware Recommender Systems in Two-Sided MarketsCode0
A Preliminary Study of ChatGPT on News Recommendation: Personalization, Provider Fairness, Fake NewsCode0
Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information DecompositionCode0
Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential PrivacyCode0
Incentivizing Collaboration in Machine Learning via Synthetic Data RewardsCode0
SLIDE: a surrogate fairness constraint to ensure fairness consistencyCode0
Can Large Language Models (or Humans) Disentangle Text?Code0
Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcareCode0
Bayesian Importance of Features (BIF)Code0
Networked Inequality: Preferential Attachment Bias in Graph Neural Network Link PredictionCode0
Can Information Flows Suggest Targets for Interventions in Neural Circuits?Code0
FAIR-FATE: Fair Federated Learning with MomentumCode0
NeuFair: Neural Network Fairness Repair with DropoutCode0
Unveiling the Tapestry of Automated Essay Scoring: A Comprehensive Investigation of Accuracy, Fairness, and GeneralizabilityCode0
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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