Fig. 2
From: NSPLformer: exploration of non-stationary progressively learning model for time series prediction

NSPLformer normalizes and denormalizes the input series by smoothing and adjusts the time-dependent weights using the de-smoothing attention mechanism to better handle non-smooth time series.