2 papers
cs.LG2026
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…
cs.LG2025
A Validation Strategy for Deep Learning Models: Evaluating and Enhancing Robustness
Abdul-Rauf Nuhu, Parham Kebria, Vahid Hemmati +4
Data-driven models, especially deep learning classifiers often demonstrate great success on clean datasets. Yet, they remain vulnerable to common data distortions such as adversari…