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Fairness

Papers

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Showing 3851–3900 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
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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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