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Yao-Shi Chen

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#machine learning Preprint Sep 2026

Beyond Model Ranking: Regime Diagnosis for Distributional-Statistical Misspecification in Industrial Time-Series Forecasting

Time-series forecasting models achieve strong benchmark performance but exhibit severe systematic bias in industrial deployments. This train--deploy gap is conventionally attributed to temporal-structural errors or distribution shifts. We characterize a complementary source that these explanations overlook: canonical l...

Peng-Yu Nie, Chen Xu, Yao-Shi Chen et al. · 0 citations

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