2026
Decomposing Direct and Indirect Biases in Linear Models Under Demographic Parity Constraint
AAAI 2026technical
Linear models are widely used in high-stakes decision-making due to their simplicity and interpretability. Yet when fairness constraints such as demographic parity are introduced, their effects on model coefficients, and thus on how predictive bias is distributed across features, remain opaque. Exis