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Fairness

Papers

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Showing 4426–4450 of 5676 papers

TitleStatusHype
Membership Inference Attacks on Machine Learning: A SurveyCode1
OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning—0
Fair Mixup: Fairness via InterpolationCode1
FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders—0
Wasserstein Robust Classification with Fairness Constraints—0
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding SpacesCode0
Interpretable bias mitigation for textual data: Reducing gender bias in patient notes while maintaining classification performance—0
Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production SystemsCode1
Constrained Learning with Non-Convex Losses—0
A Study on Fairness and Trust Perceptions in Automated Decision Making—0
Estimating and Improving Fairness with Adversarial LearningCode0
Fairness in TabNet Model by Disentangled Representation for the Prediction of Hospital No-Show—0
Measuring Model Biases in the Absence of Ground Truth—0
CLAIMED, a visual and scalable component library for Trusted AICode2
Revisiting Priority k-Center: Fairness and Outliers—0
Elliot: a Comprehensive and Rigorous Framework for Reproducible Recommender Systems EvaluationCode1
Fairness of Exposure in Stochastic Bandits—0
Evaluating Robustness of Counterfactual ExplanationsCode0
Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise ConstraintsCode0
The KL-Divergence between a Graph Model and its Fair I-Projection as a Fairness RegularizerCode0
Fairness in Credit Scoring: Assessment, Implementation and Profit ImplicationsCode1
Interpretable Artificial Intelligence through the Lens of Feature Interaction—0
On the Fairness of Generative Adversarial Networks (GANs)—0
Axiomatic Explanations for Visual Search, Retrieval, and Similarity Learning—0
FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout—0
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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