Fairness Theatre: Evaluating Post-Hoc Fairness Interventions in Vendor-Controlled Early Warning Systems
cs.HC, cs.CY, cs.LG
Submitted: 2026-09-29
Updated: 2026-09-29
Sources
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
- It's COMPASlicated: The Messy Relationship between RAI Datasets and Algorithmic Fairness Benchmarks
- Post-hoc Bias Scoring Is Optimal For Fair Classification
- Improving fairness in machine learning systems: What do industry practitioners need?
- Legacy Procurement Practices Shape How U.S. Cities Govern AI: Understanding Government Employees' Practices, Challenges, and Needs
- Inherent Trade-Offs in the Fair Determination of Risk Scores
- Bridging Prediction and Intervention Problems in Social Systems
- Bias Mitigation Post-processing for Individual and Group Fairness
- Difficult Lessons on Social Prediction from Wisconsin Public Schools
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