Preprint
Oct 2026
From Trajectories to Differentiated Skills: Cognitive Differentiation for Self-Improving Agents
Cognitive Differentiation in Skill Evolution (CDSE), which evolves a unified skill through four functionally distinct yet coordinated components: Meta, Experience, Tool, and Script, is proposed and achieves the highest scores in all 36 settings.
Ye-Wei Zhao, De-Rong Xu, Wei Chen et al.
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