Position: A Dynamical Systems Perspective is Needed to Advance Time Series Modeling.

arXiv:2602.16864v3 Announce Type: replace-cross Abstract: Time series (TS) modeling has come a long way from early statistical, mainly linear, approaches to the current trend in TS foundation models. With a lot of hype and industrial demand in this field, it i