2026
LipNeXt: Scaling up Lipschitz-based Certified Robustness to Billion-parameter Models
ICLR 2026poster
Lipschitz-based certification offers efficient, deterministic robustness guarantees but has struggled to scale in model size, training efficiency, and ImageNet performance. We introduce \emph{LipNeXt}, the first \emph{constraint-free} and \emph{convolution-free} 1-Lipschitz architecture for certifie…