| Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds | Jun 4, 2019 | FairnessSensitivity | CodeCode Available | 0 |
| Disparate Vulnerability to Membership Inference Attacks | Jun 2, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Achieving Fairness in Determining Medicaid Eligibility through Fairgroup Construction | Jun 1, 2019 | ClassificationDecision Making | —Unverified | 0 |
| Metric Learning for Individual Fairness | Jun 1, 2019 | FairnessMetric Learning | —Unverified | 0 |
| Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination | Jun 1, 2019 | Fairness | CodeCode Available | 0 |
| On the Fairness of Disentangled Representations | May 31, 2019 | DisentanglementFairness | —Unverified | 0 |
| Principal Fairness: Removing Bias via Projections | May 31, 2019 | ClusteringFairness | —Unverified | 0 |
| Optimized Score Transformation for Consistent Fair Classification | May 31, 2019 | Binary ClassificationClassification | —Unverified | 0 |
| Fair Regression: Quantitative Definitions and Reduction-based Algorithms | May 30, 2019 | AttributeFairness | CodeCode Available | 1 |
| Fairness and Missing Values | May 29, 2019 | Decision MakingFairness | CodeCode Available | 0 |
| Unsupervised Model Selection for Variational Disentangled Representation Learning | May 29, 2019 | AttributeDisentanglement | —Unverified | 0 |
| FairSearch: A Tool For Fairness in Ranked Search Results | May 27, 2019 | Fairness | —Unverified | 0 |
| Efficient candidate screening under multiple tests and implications for fairness | May 27, 2019 | Fairness | —Unverified | 0 |
| Achieving Fairness in Stochastic Multi-armed Bandit Problem | May 27, 2019 | FairnessMulti-Armed Bandits | —Unverified | 0 |
| Equal Opportunity and Affirmative Action via Counterfactual Predictions | May 26, 2019 | counterfactualDecision Making | —Unverified | 0 |
| Fair Resource Allocation in Federated Learning | May 25, 2019 | FairnessFederated Learning | CodeCode Available | 0 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 |
| Average Individual Fairness: Algorithms, Generalization and Experiments | May 25, 2019 | ClassificationFairness | CodeCode Available | 0 |
| Compositional Fairness Constraints for Graph Embeddings | May 25, 2019 | FairnessGraph Embedding | CodeCode Available | 0 |
| Protecting the Protected Group: Circumventing Harmful Fairness | May 25, 2019 | Crime PredictionFairness | —Unverified | 0 |
| CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models | May 20, 2019 | counterfactualFairness | —Unverified | 0 |
| Contrastive Fairness in Machine Learning | May 17, 2019 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| Fair Resource Allocation in Federated Learning | May 16, 2019 | FairnessFederated Learning | —Unverified | 0 |
| Fairness in Machine Learning with Tractable Models | May 16, 2019 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| A Human-Centered Approach to Interactive Machine Learning | May 15, 2019 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
