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cs.CV2026
Detecting Adversarial Images through Response Profiles of Vision-Language Models
Arash Vashagh, Roozbeh Razavi-Far
Adversarial perturbations can alter the predictions of frozen vision-language models (VLMs) while leaving their confidence and image--text similarity patterns seemingly plausible.…
cs.CV2026
GraphRectify: Graph-Based Transfer of Adversarial Example Detectors Across Neural Networks
Arash Vashagh, Roozbeh Razavi-Far
Adversarial example detectors are often tied to the classifier backbone they were trained on, limiting reuse when the protected model is replaced or upgraded. Directly transferring…