Yuchen Ma
1 indexed paper
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126
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Crypto×1AI×1
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2026
AgentTrap: Measuring Runtime Trust Failures in Third-Party Agent Skills
The paper introduces AgentTrap, a dynamic benchmark that measures LLM agent susceptibility to malicious side effects embedded within seemingly benign third-party skills, finding that agents often execute unsafe side effects while completing the visible user task.
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Papers
cs.CRcs.AIRecentMay 13, 2026
AgentTrap: Measuring Runtime Trust Failures in Third-Party Agent Skills
Haomin Zhuang, Hanwen Xing, Yujun Zhou, Yuchen Ma +4 more
The paper introduces AgentTrap, a dynamic benchmark that measures LLM agent susceptibility to malicious side effects embedded within seemingly benign third-party skills, finding that agents often exec…
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