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Zi-Qiong Li

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Sep 2026

TSCNet: A Trend-Seasonality Coupled Network for Efficient Multivariate Time Series Forecasting.

Currently, time series forecasting methods typically follow a "decompose-and-forecast-independently" strategy, where the original series is first decomposed into trend and seasonal components, and different components are then modeled separately. However, in real-world data, trends and seasonality are often dynamically...

Zi-Qiong Li, He-Yu Chai, Xinru Liu et al. · 0 citations

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