DrafTS: Time-Aware Decomposition with Residual Correction for Time Series Modeling.

arXiv:2609.33368v1 Announce Type: new Abstract: Real-world time series contain evolving underlying dynamics with irregular variations that lack stable temporal patterns and are often referred to as noise. Existing methods address this mixture by filtering freq