Planning a degree from official university sources requires solving two problems in order. The institution's curriculum must first be reconstructed from catalogs, departmental pages, JSON endpoints, and PDFs that share no schema, and only then can a student-specific path be optimized under prerequisite logic and overla...
Shu-Heng Cao, Wei-Jia Zhang, Jiaqi Wu et al.· 0 citations
On-policy distillation (OPD) trains a student on its own generated prefixes with token-level teacher feedback, but transmitting or storing the teacher's full-vocabulary distribution at every token is costly. Entropy-aware OPD (EOPD) adds forward supervision to reverse KL to help the student recover plausible tokens it...
Zi-Xiang Ni, Zhuo-Lun Hu, Ren-Jie Cao et al.· 0 citations
A five-year interview study with 17 Chinese digital painters, based on annual semi-structured interviews from 2021 to 2025, frames these accounts as longitudinal agency partitioning, the situated work of deciding which stages, responsibilities, values, and claims remain human in creative human-agent interaction.
Yi-Bo Meng, Rui-Qi Chen, Shu-Heng Cao et al.· 0 citations
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