| 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 |
| Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent | Dec 17, 2021 | BenchmarkingDiagnostic | —Unverified | 0 |
| Fair Active Learning: Solving the Labeling Problem in Insurance | Dec 17, 2021 | Active LearningFairness | —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 |
| Interpretable Data-Based Explanations for Fairness Debugging | Dec 17, 2021 | BIG-bench Machine LearningExplainable artificial intelligence | —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 |
| There is an elephant in the room: Towards a critique on the use of fairness in biometrics | Dec 16, 2021 | Fairness | —Unverified | 0 |
| AI Ethics Principles in Practice: Perspectives of Designers and Developers | Dec 14, 2021 | EthicsFairness | —Unverified | 0 |
| 30.000 ways to reach 55% decarbonization of the European electricity sector | Dec 14, 2021 | Fairness | —Unverified | 0 |
| Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models | Dec 14, 2021 | AttributeFairness | CodeCode Available | 0 |
| Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective | Dec 13, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Self-Paced Deep Regression Forests with Consideration of Ranking Fairness | Dec 13, 2021 | Age EstimationFairness | CodeCode Available | 0 |
| Fairness for Robust Learning to Rank | Dec 12, 2021 | FairnessLearning-To-Rank | —Unverified | 0 |
| Efficient Device Scheduling with Multi-Job Federated Learning | Dec 11, 2021 | Bayesian OptimizationFairness | —Unverified | 0 |
| A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions | Dec 10, 2021 | BIG-bench Machine LearningEthics | —Unverified | 0 |
| On Causally Disentangled Representations | Dec 10, 2021 | DisentanglementFairness | CodeCode Available | 0 |
| Assessing the Fairness of AI Systems: AI Practitioners' Processes, Challenges, and Needs for Support | Dec 10, 2021 | Fairness | —Unverified | 0 |
| On Fair Selection in the Presence of Implicit and Differential Variance | Dec 10, 2021 | Fairness | —Unverified | 0 |
| Fair Community Detection and Structure Learning in Heterogeneous Graphical Models | Dec 9, 2021 | Community DetectionFairness | —Unverified | 0 |
| Assessing Fairness in the Presence of Missing Data | Dec 7, 2021 | FairnessMissing Values | —Unverified | 0 |
| ZeroMat: Solving Cold-start Problem of Recommender System with No Input Data | Dec 6, 2021 | FairnessRecommendation Systems | —Unverified | 0 |
| MatMat: Matrix Factorization by Matrix Fitting | Dec 6, 2021 | FairnessMulti-Task Learning | —Unverified | 0 |
