2025
Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective
ICML 2025poster
Despite substantial progress in promoting fairness in high-stake applications using machine learning models, existing methods often modify the training process, such as through regularizers or other interventions, but lack formal guarantees that fairness achieved during training will generalize to u…