SOTAVerified

Fairness

Papers

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Showing 4901–4925 of 5676 papers

TitleStatusHype
Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data—0
Algorithms and Learning for Fair Portfolio DesignCode0
Fair Regression with Wasserstein Barycenters—0
Fairness in Forecasting and Learning Linear Dynamical Systems—0
Group-Fair Online Allocation in Continuous Time—0
A Variational Approach to Privacy and FairnessCode0
Active Sampling for Min-Max FairnessCode0
Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective OptimizationCode0
Towards Integrating Fairness Transparently in Industrial Applications—0
Causal Feature Selection for Algorithmic Fairness—0
Balancing Fairness and Efficiency in an Optimization Model—0
Hypergraph Clustering for Finding Diverse and Experienced GroupsCode0
Multiuser Full-Duplex Two-Way Communications via Intelligent Reflecting Surface—0
DeepFair: Deep Learning for Improving Fairness in Recommender Systems—0
Fair Bayesian Optimization—0
A Notion of Individual Fairness for Clustering—0
Trade-offs between membership privacy & adversarially robust learning—0
Disparate Impact of Artificial Intelligence Bias in Ridehailing Economy's Price Discrimination Algorithms—0
Classification Under Misspecification: Halfspaces, Generalized Linear Models, and Connections to EvolvabilityCode0
Fair Classification with Noisy Protected Attributes: A Framework with Provable GuaranteesCode0
Achieving Equalized Odds by Resampling Sensitive AttributesCode0
Interplay between Upsampling and Regularization for Provider Fairness in Recommender Systems—0
Equality of Learning Opportunity via Individual Fairness in Personalized Recommendations—0
Effects of algorithmic flagging on fairness: quasi-experimental evidence from Wikipedia—0
Least kth-Order and Rényi Generative Adversarial Networks—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