arXiv:2606. 12474v1 Announce Type: cross Abstract: LLM-based multi-agent systems (MAS) solve complex tasks through inter-agent collaboration, but their communication-driven nature also allows security risks to spread across agents and trigger system-wide failures.
Paper
SAIGuard: Communication-State Simulation for Proactive Defense of LLM Multi-Agent Systems
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