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Fairness

Papers

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Showing 3876–3900 of 5676 papers

TitleStatusHype
Are My Deep Learning Systems Fair? An Empirical Study of Fixed-Seed Training—0
Differentially Private Empirical Risk Minimization under the Fairness Lens—0
Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints—0
Sampling with Trusthworthy Constraints: A Variational Gradient FrameworkCode0
Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning—0
Fair Sortition Made Transparent—0
Fair Scheduling for Time-dependent Resources—0
Robust and Provably Monotonic Networks—0
Human Imperceptible Attacks and Applications to Improve Fairness—0
The Impact of Data Distribution on Fairness and Robustness in Federated LearningCode0
Multi-objective Explanations of GNN Predictions—0
Online Fair Revenue Maximizing Cake Division with Non-Contiguous Pieces in Adversarial Bandits—0
Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable PrototypesCode1
Learning Fair Classifiers with Partially Annotated Group LabelsCode1
Job Recommender Systems: A Review—0
Latent Space Smoothing for Individually Fair RepresentationsCode1
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient AlignmentCode0
Identification of Bias Against People with Disabilities in Sentiment Analysis and Toxicity Detection Models—0
Fairness for AUC via Feature Augmentation—0
Matching Learned Causal Effects of Neural Networks with Domain Priors—0
RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR—0
Algorithmic Fairness in Face Morphing Attack Detection—0
Post-processing Counterexample-guided Fairness Guarantees in Neural Networks—0
End-to-end Learning for Fair Ranking Systems—0
Towards Return Parity in Markov Decision ProcessesCode0
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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