Semantic Robustness Certification for Vision-Language Models

Peiyu Yang, Paul Montague, Feng Liu +4

Vision-language models (VLMs) are now widely used in downstream tasks. However, real-world applications often expose VLMs to distribution shifts induced by semantic variation (e.g.…