#consensus-algorithms2 articles

2 articles

AINeutralarXiv – CS AI · 6h ago2

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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.

AIBullisharXiv – CS AI · 6h ago2

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CIRCUS: Circuit Consensus under Uncertainty via Stability Ensembles

Researchers introduce CIRCUS, a new method for discovering mechanistic circuits in AI models that addresses uncertainty and brittleness issues in current approaches. The technique creates ensemble attribution graphs and extracts consensus circuits that are 40x smaller while maintaining explanatory power, validated on Gemma-2-2B and Llama-3.2-1B models.