| How Biased are Your Features?: Computing Fairness Influence Functions with Global Sensitivity Analysis | Jun 1, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness Criteria | May 31, 2022 | Credit scoreFairness | CodeCode Available | 0 |
| To the Fairness Frontier and Beyond: Identifying, Quantifying, and Optimizing the Fairness-Accuracy Pareto Frontier | May 31, 2022 | Fairness | —Unverified | 0 |
| FELARE: Fair Scheduling of Machine Learning Tasks on Heterogeneous Edge Systems | May 31, 2022 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| Fairness Transferability Subject to Bounded Distribution Shift | May 31, 2022 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Bias-inducing geometries: an exactly solvable data model with fairness implications | May 31, 2022 | Fairness | —Unverified | 0 |
| Certifying Some Distributional Fairness with Subpopulation Decomposition | May 31, 2022 | Fairness | CodeCode Available | 0 |
| Variable importance without impossible data | May 31, 2022 | AttributeFairness | —Unverified | 0 |
| Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity | May 30, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Uncertainty Quantification for Fairness in Two-Stage Recommender Systems | May 30, 2022 | FairnessRecommendation Systems | CodeCode Available | 0 |
