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Meng-Yuan Li

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Preprint Aug 2026

Behavioral Skill Reconstruction: Reconstructing Hidden Functionality from LLM Agent Skills

SkillClone is introduced, a black-box attack that clones a target skill by forming an interface hypothesis from its public advertisement, issuing structured benign probes, synthesizing an executable replica, and iteratively repairing it through differential validation against the victim skill.

Peichun Hua, Haoxuan Xu, Meng-Yuan Li · 2 citations
#machine learning Preprint Aug 2026

CatchBench: When Can an Agent Failure Be Caught?

CatchBench puts one auditor's question to three information states: the declared configuration before a run (PRE), a growing prefix of its trace (LIVE), and the finished trace (POST), which none scores all three under one task-method interface.

Yue Zhao, Meng-Yuan Li, Ruo-Lin Li et al. · 4 citations · ⚡1

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