2026
Counterfactual Fairness with Imperfect Causal Graphs
AAAI 2026technical
Fairness-aware machine learning aims to build predictive models that comply with fairness requirements, particularly concerning sensitive attributes such as race, gender, and age. Among causality-based fairness notions, counterfactual fairness is widely adopted for its individual-level guarantees, r