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Xin-Zheng Niu

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Nov 2026

CFANet: Channel-Frequency Adaptive Network for Long-Term Time Series Forecasting

Frequency domain modeling methods have emerged as a promising research direction for long-term series forecasting, owing to their natural advantages in capturing global dependencies and reducing computational complexity. However, existing methods overlook the heterogeneity and dynamic characteristics of frequency prope...

Xu Luo, Xin-Zheng Niu, Hao-Lin Wang et al. · 0 citations

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