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Fairness

Papers

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Showing 3901–3925 of 5676 papers

TitleStatusHype
Model-agnostic bias mitigation methods with regressor distribution control for Wasserstein-based fairness metrics—0
Towards Measuring Fairness in Speech Recognition: Casual Conversations Dataset Transcriptions—0
Personalized Federated Learning through Local MemorizationCode1
Fairness Testing of Deep Image Classification with Adequacy Metrics—0
CONFAIR: Configurable and Interpretable Algorithmic Fairness—0
Measuring Fairness of Text Classifiers via Prediction Sensitivity—0
Fair NLP Models with Differentially Private Text Encoders—0
Legal Fairness Analysis via Treatment Effect Estimation—0
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing—0
Your fairness may vary: Pretrained language model fairness in toxic text classification—0
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold—0
Interpretable and Fair Boolean Rule Sets via Column Generation—0
Fairness-aware Online Price Discrimination with Nonparametric Demand Models—0
LIMEcraft: Handcrafted superpixel selection and inspection for Visual eXplanationsCode0
Randomized Classifiers vs Human Decision-Makers: Trustworthy AI May Have to Act Randomly and Society Seems to Accept This—0
Property Inference Attacks Against GANsCode0
What Should We Optimize in Participatory Budgeting? An Experimental Study—0
A Practical guide on Explainable AI Techniques applied on Biomedical use case applications—0
FairAutoML: Embracing Unfairness Mitigation in AutoML—0
Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System—0
Local Justice and the Algorithmic Allocation of Societal Resources—0
Understanding and Mitigating Multi-Sided Exposure Bias in Recommender Systems—0
Can Information Flows Suggest Targets for Interventions in Neural Circuits?Code0
Unified Group Fairness on Federated Learning—0
Ethically aligned Deep Learning: Unbiased Facial Aesthetic Prediction—0
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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