AINeutralarXiv – CS AI · 15h ago6/10
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Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation
Researchers propose a dynamic defense mechanism for Multi-Agent Systems that identifies and isolates malicious agents by computing each agent's contribution to final outputs through backward propagation. The method addresses a critical vulnerability where adversarial agents can inject false information that spreads through agent networks, improving security for LLM-based multi-agent applications.