Evaluating the Diagnostic Robustness of Vision-Language Models Under Visual and Textual Perturbations
This work utilizes a histopathology-validated brain MRI dataset to systematically assess the diagnostic robustness of four VLM families under evidence-preserving perturbations, and reveals significant vulnerabilities in presentation-order stability.