2 papers
cs.LG2026
Individual Fairness via Local Predictive Consistency
Zhouting Zhao, Tin Lok James Ng
Individual fairness in machine learning requires that similar individuals receive similar predictions. Most existing definitions are pairwise in nature, imposing a Lipschitz constr…
cs.LG2026
A Model Ensemble-Based Post-Processing Framework for Fairness-Aware Prediction
Zhouting Zhao, Tin Lok James Ng
Striking an optimal balance between predictive performance and fairness continues to be a fundamental challenge in machine learning. In this work, we propose a post-processing fram…