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Shi-Lei Chen

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Preprint Sep 2026

Loyal Agents: Training LLM Agents to Protect Principal Interests Under Strategic Information Asymmetry

As LLMs increasingly act as delegated agents, they are expected to protect principals'interests when interacting with external parties. Standard alignment objectives, such as helpfulness, harmlessness, and honesty, do not specify how agents should protect principals'strategic interests under delegation. We formalize Ag...

Zi-Meng Huang, Shi-Lei Chen, Jia-Tong Zhao et al. · 1 citation

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