#information-flow-control News & Analysis

2 articles tagged with #information-flow-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 236/10

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GIF: Locally Sound Geometric Information Flow Control for LLMs

Researchers present Geometric Information Flow (GIF), a new framework for detecting and controlling information leakage in large language models by tracking how input tokens influence outputs through the model's Jacobian and local geometry. GIF achieves superior performance on prompt injection and privacy breach detection benchmarks while using significantly lower computational costs than existing approaches, with detection patterns transferable across different model sizes and families.

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AINeutralarXiv – CS AI · May 276/10

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Cordon-MAS: Defending RAG against Knowledge Poisoning via Information-Flow Control

Researchers introduce Cordon-MAS, a new defense framework against poisoning attacks on retrieval-augmented generation (RAG) systems. The framework reduces attack success rates by 92.4% by enforcing information-flow control that prevents synthesis agents from directly accessing untrusted evidence, addressing a critical vulnerability in AI systems used for high-stakes applications.