Upper Bounds on the Generalization Error of Deep Learning Models via Local Robustness and Stability

Abdul-Rauf Nuhu, Parham M. Kebria, Vahid Hemmati +3

Generalization is a critical property of data-driven models, particularly deep learning models deployed in safety-critical applications. Robustness-based generalization bounds have…