E-Globe: Scalable $\epsilon$-Global Verification of Neural Networks via Tight Upper Bounds and Pattern-Aware Branching

Wenting Li, Saif R. Kazi, Russell Bent +2

Neural networks achieve strong empirical performance, but robustness concerns still hinder deployment in safety-critical applications. Formal verification provides robustness guara…