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Fairness

Papers

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Showing 4001–4050 of 5676 papers

TitleStatusHype
Understanding and Mitigating the Effect of Outliers in Fair RankingCode0
Algorithm Design: A Fairness-Accuracy Frontier—0
Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent—0
Fair Active Learning: Solving the Labeling Problem in Insurance—0
Incentivizing Collaboration in Machine Learning via Synthetic Data RewardsCode0
Balancing out Bias: Achieving Fairness Through Balanced Training—0
Interpretable Data-Based Explanations for Fairness Debugging—0
Improving Ethical Outcomes with Machine-in-the-Loop: Broadening Human Understanding of Data Annotations—0
Degendering Resumes for Fair Algorithmic Resume Screening—0
There is an elephant in the room: Towards a critique on the use of fairness in biometrics—0
AI Ethics Principles in Practice: Perspectives of Designers and Developers—0
30.000 ways to reach 55% decarbonization of the European electricity sector—0
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language ModelsCode0
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective—0
Self-Paced Deep Regression Forests with Consideration of Ranking FairnessCode0
Fairness for Robust Learning to Rank—0
Efficient Device Scheduling with Multi-Job Federated Learning—0
A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions—0
On Causally Disentangled RepresentationsCode0
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
MatMat: Matrix Factorization by Matrix Fitting—0
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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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