PBI-Attack jailbreaks LVLMs without gradients by first injecting harmful text features into a benign image with a surrogate model, then alternating greedy text and image tweaks to maximize a toxicity scorer.
This could be a cloud- based storage system or a physical storage device
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PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization
PBI-Attack jailbreaks LVLMs without gradients by first injecting harmful text features into a benign image with a surrogate model, then alternating greedy text and image tweaks to maximize a toxicity scorer.