SOTAVerified

Fairness

Papers

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Showing 4051–4075 of 5676 papers

TitleStatusHype
Identification of Bias Against People with Disabilities in Sentiment Analysis and Toxicity Detection Models—0
Fairness for AUC via Feature Augmentation—0
Matching Learned Causal Effects of Neural Networks with Domain Priors—0
RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR—0
Algorithmic Fairness in Face Morphing Attack Detection—0
Post-processing Counterexample-guided Fairness Guarantees in Neural Networks—0
End-to-end Learning for Fair Ranking Systems—0
Towards Return Parity in Markov Decision ProcessesCode0
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
CONFAIR: Configurable and Interpretable Algorithmic Fairness—0
Fairness Testing of Deep Image Classification with Adequacy Metrics—0
Legal Fairness Analysis via Treatment Effect Estimation—0
Interpretable and Fair Boolean Rule Sets via Column Generation—0
Fairness-aware Online Price Discrimination with Nonparametric Demand Models—0
Fair NLP Models with Differentially Private Text Encoders—0
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold—0
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing—0
Measuring Fairness of Text Classifiers via Prediction Sensitivity—0
Your fairness may vary: Pretrained language model fairness in toxic text classification—0
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
LIMEcraft: Handcrafted superpixel selection and inspection for Visual eXplanationsCode0
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
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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