OpenEvoShield: Dual Non-Stationary Continual Defense for Open-World Multi-Agent System Attacks

Litian Zhang, Chaozhuo Li, Yuting Zhang +3

LLM-based multi-agent systems (LLM-MAS) are increasingly deployed in safety-critical applications, where adversaries inject malicious instructions through inter-agent communication…