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Shu-Nan Shang

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Preprint Sep 2026

AuxMark: Defending Against Unauthorized Agent Distillation via Auxiliary Behavioral Watermarking

Large language model agents can acquire complex capabilities through multi-step interaction and tool use, but their trajectories can also be illegally collected to dis- till student agents. However, existing watermarking methods either do not fit the structured and interactive nature of agent environments or lack relia...

Yi-Qing Feng, Hao-Zhe Feng, Shu-Nan Shang et al. · 0 citations

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