2025
Fairness-Aware Interactive Target Variable Definition
IJCAI 2025
Machine learning requires defining one's target variable for predictions or decisions, a process that can have profound implications on fairness, since biases are often encoded in target variable definition itself, before any data collection or training. The downstream impacts of target variable def