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

Position: A Dynamical Systems Perspective is Needed to Advance Time Series Modeling arXiv:2602.16864v2 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 is not always clear how much progress there really is. To advance TS forecasting and analysis to the next level, here we argue that the field needs a dynami