Author

Haonan Xiao

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Preprint Aug 2026

Imagine Before Acting: Prospective Skill Identification for LLM Agents

Effective skill identification is crucial for LLM agents to reuse task-solving experience for complex task execution, which however remains challenging as agents must accurately identify useful skills from a large skill gallery and invoke them on demand. Existing studies have explored various strategies for skill retri...

Shuo Liu, Yu-Tong Yang, Haonan Xiao et al. · 2 citations

Preprint Aug 2026

Imagine Before Retrieval: Prospective Skill Retrieval for LLM Agents

This work proposes SkillDreamer, a novel framework that first infers the capabilities necessary for task execution, then imagines how to realize these capabilities by generating pseudo skills, and finally leverages such prospective information to bridge the gap between objective-oriented task queries and execution-orie...

Shuo Liu, Yu-Tong Yang, Haonan Xiao et al. · 3 citations