MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

Yuhui Wang, Tanqiu Jiang, Jiacheng Liang +2

As large language model (LLM)-powered agents are increasingly deployed to perform complex, real-world tasks, they face a growing class of attacks that exploit extended user-agent-e…