AINeutralarXiv – CS AI · 5h ago6/10
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Position: A Dynamical Systems Perspective is Needed to Advance Time Series Modeling
A research position paper argues that time series modeling needs to adopt dynamical systems (DS) theory to move beyond current foundation model approaches. By reconstructing underlying system equations from data, DS-informed models could deliver superior long-term forecasting, lower computational costs, and theoretical guarantees about performance limits and generalization.