2026
A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination
AAAI 2026technical
Fairness studies of algorithmic decision-making systems often simplify complex decision processes, such as bail or lending decisions, into binary classification tasks (e.g., approve or not approve). However, these approaches overlook that such decisions are not inherently binary; they also involve n