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Wen-Bin Cheng

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Open access Sep 2026

Explicit Future Pattern-Enhanced Multivariate Time Series Forecasting

Multivariate time series forecasting requires models to infer future values and how the temporal structure evolves beyond the observation boundary. A central challenge is to define this evolution as an intermediate prediction and connect it to value forecasting. We propose explicit future pattern (EFP)-enhanced forecas...

Yao-Kang Li, Yu-Nan Wei, Jing Cai et al. · 0 citations

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