T-VSS: Test-Time Visual Subspace Steering for Adversarial Robustness of Vision-Language Models

Jaehyuk Jang, Minseok Seo, Seungju Cho +2

Vision-language models (VLMs) achieve strong zero-shot recognition, but they remain highly vulnerable to adversarial perturbations. Recent test-time adaptations improve robustness…