04:00
2026-07-23
arxiv.org
artificial-intelligence
OpenEvoShield: Dual Non-Stationary Continual Defense for Open-World Multi-Agent System Attacks
A new defense framework called OpenEvoShield, designed for LLM-based multi-agent systems (LLM-MAS), outperforms static and continual baselines by detecting most previously unseen attacks while keeping…