| Toward Pareto Efficient Fairness-Utility Trade-off inRecommendation through Reinforcement Learning | Jan 1, 2022 | FairnessMulti-Objective Reinforcement Learning | —Unverified | 0 |
| BARACK: Partially Supervised Group Robustness With Guarantees | Dec 31, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Self Reward Design with Fine-grained Interpretability | Dec 30, 2021 | Deep Reinforcement LearningFairness | CodeCode Available | 0 |
| Private Private Information | Dec 29, 2021 | Causal InferenceFairness | —Unverified | 0 |
| EiFFFeL: Enforcing Fairness in Forests by Flipping Leaves | Dec 29, 2021 | Fairness | —Unverified | 0 |
| Socially-Optimal Mechanism Design for Incentivized Online Learning | Dec 29, 2021 | Decision MakingEdge-computing | —Unverified | 0 |
| Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence | Dec 29, 2021 | BIG-bench Machine LearningExplainable artificial intelligence | —Unverified | 0 |
| Online Allocation Problem with Two-sided Resource Constraints | Dec 28, 2021 | Decision MakingFairness | —Unverified | 0 |
| Towards Fair Recommendation in Two-Sided Platforms | Dec 26, 2021 | FairnessVocal Bursts Valence Prediction | CodeCode Available | 1 |
| NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron Identification | Dec 25, 2021 | Fairness | CodeCode Available | 0 |
| Modeling Implicit Bias with Fuzzy Cognitive Maps | Dec 23, 2021 | Fairness | CodeCode Available | 0 |
| Forward Composition Propagation for Explainable Neural Reasoning | Dec 23, 2021 | Bias DetectionFairness | CodeCode Available | 0 |
| Simple and near-optimal algorithms for hidden stratification and multi-group learning | Dec 22, 2021 | Fairness | —Unverified | 0 |
| Testing Relative Fairness in Human Decisions With Machine Learning | Dec 21, 2021 | Decision MakingFairness | CodeCode Available | 0 |
| Understanding and Mitigating the Effect of Outliers in Fair Ranking | Dec 21, 2021 | FairnessOutlier Detection | CodeCode Available | 0 |
| Algorithm Design: A Fairness-Accuracy Frontier | Dec 18, 2021 | Fairness | —Unverified | 0 |
| Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards | Dec 17, 2021 | BIG-bench Machine LearningData Valuation | CodeCode Available | 0 |
| Balancing out Bias: Achieving Fairness Through Balanced Training | Dec 17, 2021 | Fairness | —Unverified | 0 |
| Fair Active Learning: Solving the Labeling Problem in Insurance | Dec 17, 2021 | Active LearningFairness | —Unverified | 0 |
| Interpretable Data-Based Explanations for Fairness Debugging | Dec 17, 2021 | BIG-bench Machine LearningExplainable artificial intelligence | —Unverified | 0 |
| Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent | Dec 17, 2021 | BenchmarkingDiagnostic | —Unverified | 0 |
| There is an elephant in the room: Towards a critique on the use of fairness in biometrics | Dec 16, 2021 | Fairness | —Unverified | 0 |
| Improving Ethical Outcomes with Machine-in-the-Loop: Broadening Human Understanding of Data Annotations | Dec 16, 2021 | Fairness | —Unverified | 0 |
| Degendering Resumes for Fair Algorithmic Resume Screening | Dec 16, 2021 | Fairness | —Unverified | 0 |
| 30.000 ways to reach 55% decarbonization of the European electricity sector | Dec 14, 2021 | Fairness | —Unverified | 0 |
