AIBearisharXiv – CS AI · 9h ago7/10
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From Clouds to Hallucinations: Atmospheric Retrieval Hijacking in Remote Sensing Vision-Language RAG
Researchers introduce CloudWeb, an adversarial attack that manipulates remote sensing images with realistic cloud and haze patterns to hijack vision-language retrieval systems in multimodal RAG pipelines. The attack achieves significant success rates—increasing weather-related evidence injection from 0.71% to 43.29% on benchmark tests—demonstrating that input-space threats to retrieval stages remain largely undefended in production systems.
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