SOTAVerified

Fairness

Papers

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Showing 1701–1725 of 5676 papers

TitleStatusHype
On the Fairness ROAD: Robust Optimization for Adversarial DebiasingCode0
Certifying Robustness to Programmable Data Bias in Decision Trees—0
Certification of Distributional Individual Fairness—0
A Framework for Fairer Machine Learning in Organizations—0
CertiFair: A Framework for Certified Global Fairness of Neural Networks—0
CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models—0
Are Pretrained Multilingual Models Equally Fair Across Languages?—0
Centralized Scheduling Strategies for Cooperative HARQ Retransmissions in Multi-Source Multi-Relay Wireless Networks—0
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training—0
A Conceptual Framework for Ethical Evaluation of Machine Learning Systems—0
Implications of Distance over Redistricting Maps: Central and Outlier Maps—0
Are Models Trained on Indian Legal Data Fair?—0
Cell-Free Satellite-UAV Networks for 6G Wide-Area Internet of Things—0
CEB: Compositional Evaluation Benchmark for Fairness in Large Language Models—0
A Framework for Addressing the Risks and Opportunities In AI-Supported Virtual Health Coaches—0
Matching Learned Causal Effects of Neural Networks with Domain Priors—0
Are Linear Regression Models White Box and Interpretable?—0
Causal Reasoning for Algorithmic Fairness—0
Causal Perception—0
A fixed point approach for computing actuarially fair Pareto optimal risk-sharing rules—0
A Uniform Concentration Inequality for Kernel-Based Two-Sample Statistics—0
A Catalog of Fairness-Aware Practices in Machine Learning Engineering—0
Causal Multi-Level Fairness—0
Reinforcement Learning for Joint Optimization of Multiple Rewards—0
Causal Mediation Analysis with Hidden Confounders—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