| Bayes-Optimal Classifiers under Group Fairness | Feb 20, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| The four-fifths rule is not disparate impact: a woeful tale of epistemic trespassing in algorithmic fairness | Feb 19, 2022 | EthicsFairness | —Unverified | 0 |
| Stochastic Perturbations of Tabular Features for Non-Deterministic Inference with Automunge | Feb 18, 2022 | Fairness | CodeCode Available | 0 |
| Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness | Feb 17, 2022 | Fairness | CodeCode Available | 0 |
| Are There Exceptions to Goodhart's Law? On the Moral Justification of Fairness-Aware Machine Learning | Feb 17, 2022 | EthicsFairness | —Unverified | 0 |
| On Guiding Visual Attention with Language Specification | Feb 17, 2022 | ClassificationFairness | —Unverified | 0 |
| Fairness constraint in Structural Econometrics and Application to fair estimation using Instrumental Variables | Feb 16, 2022 | BIG-bench Machine LearningEconometrics | —Unverified | 0 |
| On Learning and Enforcing Latent Assessment Models using Binary Feedback from Human Auditors Regarding Black-Box Classifiers | Feb 16, 2022 | FairnessPAC learning | —Unverified | 0 |
| Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision | Feb 16, 2022 | Action ClassificationAction Recognition | —Unverified | 0 |
| Modelling multi-cell edge video analytics | Feb 16, 2022 | Fairness | —Unverified | 0 |
| Differential Privacy and Fairness in Decisions and Learning Tasks: A Survey | Feb 16, 2022 | FairnessPrivacy Preserving | —Unverified | 0 |
| Bias and unfairness in machine learning models: a systematic literature review | Feb 16, 2022 | ArticlesBIG-bench Machine Learning | —Unverified | 0 |
| Trustworthy Anomaly Detection: A Survey | Feb 15, 2022 | Anomaly DetectionFairness | —Unverified | 0 |
| Fairness Indicators for Systematic Assessments of Visual Feature Extractors | Feb 15, 2022 | Fairness | —Unverified | 0 |
| Quantifying Memorization Across Neural Language Models | Feb 15, 2022 | FairnessMemorization | CodeCode Available | 2 |
| Choosing an algorithmic fairness metric for an online marketplace: Detecting and quantifying algorithmic bias on LinkedIn | Feb 15, 2022 | Fairness | —Unverified | 0 |
| Fairness Amidst Non-IID Graph Data: A Literature Review | Feb 15, 2022 | FairnessGraph Classification | —Unverified | 0 |
| Fairness-aware Configuration of Machine Learning Libraries | Feb 13, 2022 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Probabilistic fair behaviors spark its boost in the Ultimatum Game: the strength of good Samaritans | Feb 12, 2022 | Fairness | —Unverified | 0 |
| Fair When Trained, Unfair When Deployed: Observable Fairness Measures are Unstable in Performative Prediction Settings | Feb 10, 2022 | counterfactualFairness | —Unverified | 0 |
| Proceedings of the Robust Artificial Intelligence System Assurance (RAISA) Workshop 2022 | Feb 10, 2022 | Fairness | —Unverified | 0 |
| Designing Closed Human-in-the-loop Deferral Pipelines | Feb 9, 2022 | Decision MakingFairness | CodeCode Available | 0 |
| Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers | Feb 9, 2022 | counterfactualFairness | —Unverified | 0 |
| An Exploration of Multicalibration Uniform Convergence Bounds | Feb 9, 2022 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Obtaining Dyadic Fairness by Optimal Transport | Feb 9, 2022 | FairnessLink Prediction | CodeCode Available | 0 |