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This version is not peer-reviewed. Yu Ping,Kong Hoiio *,Li Zijun Yu Ping,Kong Hoiio *,Li Zijun Submitted: 07 October 2025 You are already at the latest version Time series analysis is of critical importance in a wide range of applications, including weather forecasting, anomaly detection, and action recognition. Accurate time series forecasting requires modeling complex temporal dependencies, particularly multi-scale periodic patterns.
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