2026
The Price of Robustness: Stable Classifiers Need Overparameterization
ICLR 2026poster
The relationship between overparameterization, stability, and generalization remains incompletely understood in the setting of discontinuous classifiers. We address this gap by establishing a generalization bound for finite function classes that improves inversely with _class stability_, defined…