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Recovering Stranded Discrimination in Knowledge Tracing: Per-Item Bias Correction via Empirical-Bayes Shrinkage

arXiv cs.LG · 2026-06-15 Cached

This paper introduces SLC (State-space Logit Correction), which corrects per-item logit bias in knowledge tracing models using empirical-Bayes shrinkage via a Kalman smoother, improving AUC beyond global calibration techniques.

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#knowledge-tracing

MBP-KT: Learning Global Collaborative Information from Meta-Behavioral Pattern for Enhanced Knowledge Tracing

arXiv cs.AI · 2026-05-12 Cached

This paper introduces MBP-KT, a framework for enhanced knowledge tracing that leverages meta-behavioral patterns to extract global collaborative information from learner interactions, improving performance across various downstream models.

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