2 papers
cs.AI2026
From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents
Xu Xia, Jinghua Piao, Min Yang +3
The paper introduces Outcome-Verified Comparative Self-Distillation (OVCSD), a method that lets large language model agents internalize skills by supervising them with teachers who…
cs.AI2026
SkillMaster: Toward Autonomous Skill Mastery in LLM Agents
Min Yang, Jinghua Piao, Xu Xia +4
Skills provide an effective mechanism for improving LLM agents on complex tasks, yet in existing agent frameworks, their creation, refinement, and selection are typically governed…