Abstract: Highlights•Collaborative learning with adaptive expertise for efficient time series modeling.•Captures diverse patterns and long-range dependencies through specialized experts.•Dynamic gating network enhances flexibility for handling data heterogeneity.•Scales to long-term trend learning in non-stationary data with linear-time efficiency.•Outperforms single models in both forecasting and classification tasks.
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