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Author

Ying-Li Xu

2 papers indexed here

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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. · 0 citations
Open access Oct 2026

Lifecycle-evolving recommendation with adaptive strategy transition for smart learning

Educational data mining and learning analytics have become central to AI-enabled personalization in smart learning environments, where high-dimensional behavioral traces are continuously collected yet remain difficult to translate into reliable learning resource recommendations. Two long-standing barriers persist: cold...

Ying-Li Xu · 0 citations

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