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Ren-Qiang Luo

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#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

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