SOTAVerified

Fairness

Papers

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Showing 5051–5075 of 5676 papers

TitleStatusHype
DeBayes: a Bayesian Method for Debiasing Network EmbeddingsCode0
Fairness-Aware Learning with Prejudice Free Representations—0
Teaching the Old Dog New Tricks: Supervised Learning with Constraints—0
Counterfactual fairness: removing direct effects through regularization—0
Bandit Learning with Delayed Impact of Actions—0
Fair Adversarial Networks—0
Data Augmentation for Personal Knowledge Base Population—0
Robust Optimization for Fairness with Noisy Protected GroupsCode0
Learning Fairness-aware Relational Structures—0
Designing Fair AI for Managing Employees in Organizations: A Review, Critique, and Design Agenda—0
Learning Fair Scoring Functions: Bipartite Ranking under ROC-based Fairness Constraints—0
Investigating Potential Factors Associated with Gender Discrimination in Collaborative Recommender Systems—0
A Possibility in Algorithmic Fairness: Can Calibration and Equal Error Rates Be Reconciled?—0
Fair Prediction with Endogenous Behavior—0
How to Solve Fair k-Center in Massive Data Models—0
Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness—0
Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint—0
Individual Fairness for k-ClusteringCode0
Data and Model Dependencies of Membership Inference AttackCode0
Fair Principal Component Analysis and Filter Design—0
Pipeline Interventions—0
Convex Fairness Constrained Model Using Causal Effect Estimators—0
Fast Fair Regression via Efficient Approximations of Mutual InformationCode0
Symbolic Controller Synthesis for B\"uchi Specifications on Stochastic Systems—0
Algorithms for Fair Team Formation in Online Labour Marketplaces—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