Jindong Wang*

SpecFormer: Guarding Vision Transformer Robustness via Maximum Singular Value Penalization

"Vision Transformers (ViTs) are increasingly used in computer vision due to their high performance, but their vulnerability to adversarial attacks is a concern. Existing methods lack a solid theoretical basis, focusing mainly on empirical training adjustments. This study introduces , tailored to for…