SOTAVerified

Fairness

Papers

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Showing 3851–3875 of 5676 papers

TitleStatusHype
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language ModelsCode0
AI Ethics Principles in Practice: Perspectives of Designers and Developers—0
Self-Paced Deep Regression Forests with Consideration of Ranking FairnessCode0
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective—0
Fairness for Robust Learning to Rank—0
Efficient Device Scheduling with Multi-Job Federated Learning—0
On Causally Disentangled RepresentationsCode0
A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions—0
Assessing the Fairness of AI Systems: AI Practitioners' Processes, Challenges, and Needs for Support—0
On Fair Selection in the Presence of Implicit and Differential Variance—0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models—0
Assessing Fairness in the Presence of Missing Data—0
ZeroMat: Solving Cold-start Problem of Recommender System with No Input Data—0
A Marketplace for Trading AI Models based on Blockchain and Incentives for IoT Data—0
Modification-Fair Cluster Editing—0
MatMat: Matrix Factorization by Matrix Fitting—0
Unfairness Despite Awareness: Group-Fair Classification with Strategic Agents—0
Encouraging Disentangled and Convex Representation with Controllable Interpolation Regularization—0
Thinking Beyond Distributions in Testing Machine Learned Models—0
SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning—0
Counterfactual Fairness in Mortgage Lending via Matching and RandomizationCode0
Learning Emergent Random Access Protocol for LEO Satellite Networks—0
Learning Optimal Predictive ChecklistsCode0
Models of fairness in federated learning—0
Training BatchNorm Only in Neural Architecture Search and Beyond—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