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.