Abstract: Highlights•Empirical Evaluation of High-Performance Time Series Forecasting Techniques for Single and Multivariate Data.•Our deformable mechanism-based module significantly enhances the performance of the model.•Our position-sensitive mechanism-based module brings a significant improvement to the model.
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