Author

Jiacheng Liang

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#artificial intelligence May 2026

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

To the best knowledge, ShadowMem represents the first framework to detect and mitigate long-horizon threats using an agentic memory approach, establishing a new paradigm for this critical challenge and opening promising directions for future research.

Yuhui Wang, Tanqiu Jiang, Jiacheng Liang et al. · arXiv.org · 7 citations · ⚡2