SOTAVerified

Fairness

Papers

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Showing 1001–1025 of 5676 papers

TitleStatusHype
Causally Fair Node Classification on Non-IID Graph Data—0
A Reinforcement Learning Approach for RIS-aided Fair Communications—0
Causal Machine Learning: A Survey and Open Problems—0
Causal Mediation Analysis with Hidden Confounders—0
Reinforcement Learning for Joint Optimization of Multiple Rewards—0
Causal Multi-Level Fairness—0
Causal Perception—0
Causal Reasoning for Algorithmic Fairness—0
Matching Learned Causal Effects of Neural Networks with Domain Priors—0
Avoiding Discrimination through Causal Reasoning—0
CEB: Compositional Evaluation Benchmark for Fairness in Large Language Models—0
Cell-Free Satellite-UAV Networks for 6G Wide-Area Internet of Things—0
Are Models Trained on Indian Legal Data Fair?—0
Implications of Distance over Redistricting Maps: Central and Outlier Maps—0
A Video-based Detector for Suspicious Activity in Examination with OpenPose—0
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training—0
CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models—0
CertiFair: A Framework for Certified Global Fairness of Neural Networks—0
Certification of Distributional Individual Fairness—0
Achieving Fairness Across Local and Global Models in Federated Learning—0
A Catalog of Fairness-Aware Practices in Machine Learning Engineering—0
Certifying Robustness to Programmable Data Bias in Decision Trees—0
A Lightweight Transmission Parameter Selection Scheme Using Reinforcement Learning for LoRaWAN—0
A Versatile Framework for Evaluating Ranked Lists in terms of Group Fairness and Relevance—0
A Balance for Fairness: Fair Distribution Utilising Physics in Games of Characteristic Function Form—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