Ziqi Zhu
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126
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Crypto×1AI×1
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2026
LoopTrap: Termination Poisoning Attacks on LLM Agents
The paper introduces LoopTrap, an automated red-teaming framework that demonstrates how malicious prompts can poison the termination judgment of LLM agents, causing unbounded computation.
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Papers
cs.CRcs.AIRecentMay 7, 2026
LoopTrap: Termination Poisoning Attacks on LLM Agents
Huiyu Xu, Zhibo Wang, Wenhui Zhang, Ziqi Zhu +3 more
The paper introduces LoopTrap, an automated red-teaming framework that demonstrates how malicious prompts can poison the termination judgment of LLM agents, causing unbounded computation.
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