Hidden in the Metadata: Stealth Poisoning Attacks on Multimodal Retrieval-Augmented Generation

Researchers have discovered MM-MEPA, a new attack method that can poison multimodal AI systems by manipulating only metadata while leaving visual content unchanged. The attack achieves up to 91% success rate in disrupting AI retrieval systems and proves resistant to current defense strategies.