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Modeling Temporal Symmetry: Dual-Component Framework for Trends and Fluctuations in Time Series Forecasting

Wei Ran, Kanlun Tan, Zhouyuan Zhang,Jiatian Pi, Yichuan Zhang

Symmetry(2025)

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Key words
time-series forecasting,decomposition,frequency component,Fourier-enhanced,attention mechanism,multi-granularity
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