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#adversarial-systems News & Analysis

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

2 articles
AINeutralarXiv – CS AI · 3d ago6/10
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Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization

Researchers introduce the 'Turing Test on Screen,' a framework for measuring how well autonomous GUI agents can mimic human behavior to evade detection systems. The study reveals that current LLM-based agents exhibit unnatural interaction patterns and proposes humanization methods to improve their ability to operate undetected in adversarial digital environments.

AINeutralarXiv – CS AI · Mar 36/107
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Graph-theoretic Agreement Framework for Multi-agent LLM Systems

Researchers propose a graph-theoretic framework for securing multi-agent LLM systems by analyzing consensus in signed, directed interaction networks. The study addresses vulnerabilities in distributed AI architectures where hidden system prompts can act as 'topological Trojan horses' that destabilize cooperative consensus among AI agents.