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Fairness

Papers

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Showing 5501–5550 of 5676 papers

TitleStatusHype
LUCID-GAN: Conditional Generative Models to Locate UnfairnessCode0
Fair Tree Classifier using Strong Demographic ParityCode0
FairTTTS: A Tree Test Time Simulation Method for Fairness-Aware ClassificationCode0
Counterfactual Generative Models for Time-Varying TreatmentsCode0
Assessing instructor-AI cooperation for grading essay-type questions in an introductory sociology courseCode0
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial LearningCode0
M^2FGB: A Min-Max Gradient Boosting Framework for Subgroup FairnessCode0
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine LearningCode0
FairViT: Fair Vision Transformer via Adaptive MaskingCode0
M^3Fair: Mitigating Bias in Healthcare Data through Multi-Level and Multi-Sensitive-Attribute Reweighting MethodCode0
Fairwalk: Towards fair graph embeddingCode0
Fairwashing: the risk of rationalizationCode0
A Fairness-Oriented Reinforcement Learning Approach for the Operation and Control of Shared Micromobility ServicesCode0
BeMap: Balanced Message Passing for Fair Graph Neural NetworkCode0
Pairwise Fairness for Ordinal RegressionCode0
Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective OptimizationCode0
Fair Wrapping for Black-box PredictionsCode0
FairX: A comprehensive benchmarking tool for model analysis using fairness, utility, and explainabilityCode0
Pantypes: Diverse Representatives for Self-Explainable ModelsCode0
Counterfactual Fairness in Mortgage Lending via Matching and RandomizationCode0
Achieving Fairness in DareFightingICE Agents Evaluation Through a Delay MechanismCode0
Falcon: Fair Active Learning using Multi-armed BanditsCode0
Machine Learning Fairness in House Price Prediction: A Case Study of America's Expanding MetropolisesCode0
FAL-CUR: Fair Active Learning using Uncertainty and Representativeness on Fair ClusteringCode0
Paradoxes in Fair Machine LearningCode0
FAP-CD: Fairness-Driven Age-Friendly Community Planning via Conditional Diffusion GenerationCode0
FARA: Future-aware Ranking Algorithm for Fairness OptimizationCode0
FARE: Provably Fair Representation Learning with Practical CertificatesCode0
Revisiting Skin Tone Fairness in Dermatological Lesion ClassificationCode0
Parameter-efficient Modularised Bias Mitigation via AdapterFusionCode0
Empirical observation of negligible fairness-accuracy trade-offs in machine learning for public policyCode0
Achieve Fairness without Demographics for Dermatological Disease DiagnosisCode0
Counterfactual Fairness by Combining Factual and Counterfactual PredictionsCode0
A Confidence-Based Approach for Balancing Fairness and AccuracyCode0
Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario ReductionCode0
Synthetic Data for the Mitigation of Demographic Biases in Face RecognitionCode0
Fast Fair Regression via Efficient Approximations of Mutual InformationCode0
A Machine Learning System for Retaining Patients in HIV CareCode0
Assessing gender fairness in EEG-based machine learning detection of Parkinson's disease: A multi-center studyCode0
Towards Model-Agnostic Post-Hoc Adjustment for Balancing Ranking Fairness and Algorithm UtilityCode0
Achieving Equalized Odds by Resampling Sensitive AttributesCode0
Scalable Ride-Sourcing Vehicle Rebalancing with Service Accessibility Guarantee: A Constrained Mean-Field Reinforcement Learning ApproachCode0
Counterfactual FairnessCode0
Being Right for Whose Right Reasons?Code0
Corrupting Neuron Explanations of Deep Visual FeaturesCode0
Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processingCode0
FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification SystemsCode0
RISE: Robust Individualized Decision Learning with Sensitive VariablesCode0
Synthetic Tabular Data Generation for Class Imbalance and Fairness: A Comparative StudyCode0
A Fair Loss Function for Network PruningCode0
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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