Author

Kounianhua Du

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Preprint Oct 2026

MultiEvoSkill: Structure-Aware Multi-Agent Skill Evolution for Generalizable Skill Artifacts

Skill documents are becoming the default adaptation surface for frozen large language model (LLM) agents, but current skill generators face two key limitations. First, humans and different LLMs differ in how they organize procedural knowledge and approach task solving. Skills authored from a human or single-model persp...

Kounianhua Du, Jian-Xing Liu, Ruoshui Shan et al. · 0 citations

#artificial intelligence Preprint Oct 2026

FleetPilot: Fine-Grained Steering Empowers Real-World LLM Personalization

With the rapid evolution of large language models (LLMs), there is an increasing demand for effective personalization techniques that can adapt model behavior to individual user preferences. Personalized LLMs must infer a user's query-dependent preferences from limited, heterogeneous, and evolving interaction histories...

Kounianhua Du, Jian-Xing Liu, Kang-Ning Zhang et al. · 0 citations