SOTAVerified

Fairness

Papers

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Showing 3326–3350 of 5676 papers

TitleStatusHype
Bridging Fairness and Environmental Sustainability in Natural Language Processing—0
Predicting Treatment Adherence of Tuberculosis Patients at Scale—0
Uncertainty-aware predictive modeling for fair data-driven decisions—0
Fairness-aware Regression Robust to Adversarial Attacks—0
Fair and Efficient Distributed Edge Learning with Hybrid Multipath TCP—0
Fairness in Federated Learning via Core-Stability—0
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity—0
Client Selection in Federated Learning: Principles, Challenges, and Opportunities—0
Making Machine Learning Datasets and Models FAIR for HPC: A Methodology and Case Study—0
Fair Visual Recognition via Intervention with Proxy Features—0
Stability of clinical prediction models developed using statistical or machine learning methods—0
Balancing Utility and Fairness in Submodular Maximization (Technical Report)Code0
Fairness without Demographics through Knowledge DistillationCode0
Impact Of Missing Data Imputation On The Fairness And Accuracy Of Graph Node ClassifiersCode0
Improving Fairness in Image Classification via SketchingCode0
Mitigating Unfairness via Evolutionary Multi-objective Ensemble LearningCode0
Collaborative Honeypot Defense in UAV Networks: A Learning-Based Game Approach—0
Addressing Bias in Face Detectors using Decentralised Data collection with incentives—0
Scalable Spectral Clustering with Group Fairness ConstraintsCode0
Mitigating Health Disparities in EHR via Deconfounder—0
Differential Privacy has Bounded Impact on Fairness in ClassificationCode0
FairCLIP: Social Bias Elimination based on Attribute Prototype Learning and Representation Neutralization—0
I Prefer not to Say: Protecting User Consent in Models with Optional Personal DataCode0
Simultaneous Improvement of ML Model Fairness and Performance by Identifying Bias in Data—0
Mitigating Gender Bias in Face Recognition Using the von Mises-Fisher Mixture ModelCode0
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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