2026
The Fairness Hierarchy: A viewpoint from causal inference
ICML 2026poster
Fairness in machine learning prediction has attracted growing attention in recent years. In this article, we propose a causal–inference–based framework for fair prediction, defined through path-specific counterfactual interventions. Instead of imposing fairness via constraints on predictive objectiv…