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Ze-Pei Cao

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#machine learning Preprint Oct 2026

What Does History Add? Calendar Controls and Information-Timing Audits for University Trajectory Forecasting

The predictive value of historical summaries in a rule-based university trajectory simulator is Audit, which reconstructs 16,750 routes and 804,000 monthly records and documents family dependence, prior exposure, strict temporal indexing, matched recursive references and independent numerical replay.

Ze-Pei Cao · 0 citations

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