SOTAVerified

Fairness

Papers

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Showing 2226–2250 of 5676 papers

TitleStatusHype
Enhancements for Developing a Comprehensive AI Fairness Assessment Standard—0
Biased Models Have Biased Explanations—0
Enhanced Fairness Testing via Generating Effective Initial Individual Discriminatory Instances—0
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness—0
Enforcing Hard Linear Constraints in Deep Learning Models with Decision Rules—0
Enforcing Fairness Where It Matters: An Approach Based on Difference-of-Convex Constraints—0
Enforcing fairness in private federated learning via the modified method of differential multipliers—0
Bias, diversity, and challenges to fairness in classification and automated text analysis. From libraries to AI and back—0
An Empirical Investigation of Learning from Biased Toxicity Labels—0
Advancing AI with Integrity: Ethical Challenges and Solutions in Neural Machine Translation—0
Achieving Proportionality up to the Maximin Item with Indivisible Goods—0
A Brief History of Prompt: Leveraging Language Models. (Through Advanced Prompting)—0
Fairness-aware Anomaly Detection via Fair Projection—0
Enforcing Equity in Neural Climate Emulators—0
Enforcing Delayed-Impact Fairness Guarantees—0
Enforcing Consistency and Fairness in Multi-level Hierarchical Classification with a Mask-based Output Layer—0
Enforcing Conditional Independence for Fair Representation Learning and Causal Image Generation—0
Bias Discovery in Machine Learning Models for Mental Health—0
Energy Efficient Fair STAR-RIS for Mobile Users—0
Energy-Efficient Cell-Free Massive MIMO with Wireless Fronthaul—0
End-to-End Optimization and Learning of Fair Court Schedules—0
End-to-end Learning for Fair Ranking Systems—0
Bias Beyond English: Evaluating Social Bias and Debiasing Methods in a Low-Resource Setting—0
Bias Begets Bias: The Impact of Biased Embeddings on Diffusion Models—0
End-to-End Learning for Fair Multiobjective Optimization Under Uncertainty—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