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Author

Han-Yang Chen

2 papers indexed here

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Open access Sep 2026

CausalSTKT: Disentangled Spatiotemporal Heterogeneous Graph Learning for Robust Knowledge Tracing Under Distribution Shifts

CausalSTKT is proposed, an SCM-guided knowledge tracing framework that integrates spatiotemporal modeling over a global item–knowledge-component bipartite graph with disentangled representation learning and derives an out-of-distribution risk bound showing that a smaller representation-entanglement residual leads to a...

Jiaxian Zhu, Wei-Hua Bai, Han-Yang Chen et al. · 0 citations
#artificial intelligence Preprint Sep 2026

One Prompt Does Not Fit All: Self-Meta-Evolve for Personalized Information Extraction

Self-Meta-Evolve is proposed, a hierarchical framework that maintains a dedicated prompt for each user and continuously refines it through a dual-loop process: an inner loop that edits structured prompts based on persona-conditioned feedback, and an outer loop that evolves the meta-prompt itself by distilling successfu...

Hong-Liang Li, Lu Wang, Yong Xu et al. · 0 citations

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