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Multimodal Resource-Exhaustion Attacks on Vision-Language Models via Joint Pixel-Prompt Optimization

arXiv cs.AI ↗ · 2026-09-10 Cached

The paper introduces Joint Pixel-Prompt Optimization (JPPO), a novel adversarial framework that jointly optimizes pixel perturbations and visible prompts to exhaust resources in autoregressive vision-language models, achieving significant latency and energy amplification compared to existing methods.

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