#multimodal-rag News & Analysis

2 articles tagged with #multimodal-rag. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBearisharXiv – CS AI · 3d ago7/10

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MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning Attacks

Researchers present MM-PoisonRAG, a framework demonstrating critical vulnerabilities in multimodal RAG systems where adversaries can inject poisoned content into knowledge bases to manipulate AI outputs. Two attack strategies—localized poisoning targeting specific queries and globalized poisoning affecting all queries—achieve high success rates and bypass existing defenses, exposing fundamental security gaps in RAG-augmented language models.

AIBullisharXiv – CS AI · Apr 146/10

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M$^3$KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation

Researchers introduce M³KG-RAG, a novel multimodal retrieval-augmented generation system that enhances large language models by integrating multi-hop knowledge graphs with audio-visual data. The approach improves reasoning depth and answer accuracy by filtering irrelevant information through a new grounding and pruning mechanism called GRASP.

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