Yuhui Wang
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126
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2026
MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory
The paper introduces MAGE, a novel defensive framework that uses a dedicated 'shadow memory' to proactively detect and mitigate long-horizon threats against LLM agents during complex, multi-step interactions.
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cs.CRcs.AIcs.CLRecentMay 4, 2026
MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory
Yuhui Wang, Tanqiu Jiang, Jiacheng Liang, Charles Fleming +1 more
The paper introduces MAGE, a novel defensive framework that uses a dedicated 'shadow memory' to proactively detect and mitigate long-horizon threats against LLM agents during complex, multi-step inter…
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