SOTAVerified

Fairness

Papers

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Showing 4026–4050 of 5676 papers

TitleStatusHype
Unfairness Despite Awareness: Group-Fair Classification with Strategic Agents—0
Thinking Beyond Distributions in Testing Machine Learned Models—0
Modification-Fair Cluster Editing—0
Encouraging Disentangled and Convex Representation with Controllable Interpolation Regularization—0
A Marketplace for Trading AI Models based on Blockchain and Incentives for IoT Data—0
SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning—0
Learning Emergent Random Access Protocol for LEO Satellite Networks—0
Counterfactual Fairness in Mortgage Lending via Matching and RandomizationCode0
Learning Optimal Predictive ChecklistsCode0
Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints—0
Models of fairness in federated learning—0
Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning—0
Training BatchNorm Only in Neural Architecture Search and Beyond—0
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training—0
Differentially Private Empirical Risk Minimization under the Fairness Lens—0
Fair Scheduling for Time-dependent Resources—0
Fair Sortition Made Transparent—0
Sampling with Trusthworthy Constraints: A Variational Gradient FrameworkCode0
Human Imperceptible Attacks and Applications to Improve Fairness—0
Robust and Provably Monotonic Networks—0
Multi-objective Explanations of GNN Predictions—0
The Impact of Data Distribution on Fairness and Robustness in Federated LearningCode0
Online Fair Revenue Maximizing Cake Division with Non-Contiguous Pieces in Adversarial Bandits—0
Job Recommender Systems: A Review—0
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient AlignmentCode0
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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