Author

Mingliang Hou

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Conference Open access Sep 2026

PoemDirector: A Multi-Agent Context-Adaptive Instructional Mode Selection Framework for Chinese Classical Poetry Video Generation

Classical poetry is central to aesthetic education and cultural inheritance in China's K-12 education, and web-based instructional videos have become a primary learning resource. However, existing production pipelines either require costly teacher-guided editing or generate videos automatically without systematic instr...

Teng-Teng Cheng, Xiaoli Zeng, Jia-Lu Huang et al. · Proceedings of the Thirty-Fi... · 0 citations

#machine learning Preprint Oct 2026

An Information-Theoretic Evaluation Framework for Benchmark and Model Diagnosis in Knowledge Tracing

An information-theoretic evaluation framework for KT benchmark diagnosis that uses Context Tree Weighting on item-response histories and current-item queries as an operational causal uncertainty coordinate, while distinguishing it from the unobserved Local Irreducible Uncertainty under the full KT information set.

Hou-Ru Jiang, Zi-Xiao-Ken Wang, Teng-Teng Cheng et al. · 0 citations

Sep 2026

MoC-KT: Mixture of Convolutions for Knowledge Tracing

Knowledge tracing (KT) aims to predict learners’ mastery levels of knowledge components (KCs) or test items based on their interaction records with educational content. Despite significant advancements in KT models, such as RNN-based sequence models and Transformer-based attention models, a critical limitation persists...

Ming-Liang Hou, Zi-Tao Liu, Ren-Qiang Luo et al. · ACM Transactions on Informat... · 1 citation