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Fairness

Papers

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Showing 2201–2225 of 5676 papers

TitleStatusHype
Comparative assessment of fairness definitions and bias mitigation strategies in machine learning-based diagnosis of Alzheimer's disease from MR images—0
A Graph-based Approach for Mitigating Multi-sided Exposure Bias in Recommender Systems—0
Fairness, Accuracy, and Unreliable Data—0
Comparative Evaluation of Multiagent Learning Algorithms in a Diverse Set of Ad Hoc Team Problems—0
Fairness Amidst Non-IID Graph Data: A Literature Review—0
Fairness Analysis of CLIP-Based Foundation Models for X-Ray Image Classification—0
Fairness Analysis with Shapley-Owen Effects—0
Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making—0
Fairness and Accuracy in Federated Learning—0
Comparing Fairness Criteria Based on Social Outcome—0
Comparing Fairness of Generative Mobility Models—0
Fairness and Bias in Algorithmic Hiring: a Multidisciplinary Survey—0
Fairness and Bias in Multimodal AI: A Survey—0
Fairness and Bias in Robot Learning—0
Fairness and Bias in Truth Discovery Algorithms: An Experimental Analysis—0
Fairness and Deception in Human Interactions with Artificial Agents—0
Fairness by Explicability and Adversarial SHAP Learning—0
User Fairness, Item Fairness, and Diversity for Rankings in Two-Sided Markets—0
Fairness and Diversity in Information Access Systems—0
Comparing Software Developers with ChatGPT: An Empirical Investigation—0
Fairness and Diversity in the Recommendation and Ranking of Participatory Media Content—0
Fairness and Effectiveness in Federated Learning on Non-independent and Identically Distributed Data—0
Fairness criteria through the lens of directed acyclic graphical models—0
Fairness and Explainability in Automatic Decision-Making Systems. A challenge for computer science and law—0
Fairness Evaluation with Item Response Theory—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