2026-10-02 · America/Los_Angeles · 社区动态 · #8

Topological Out-of-Domain Generalization in Dynamical Systems Reconstruction [R]

In our #NeurIPS2026 paper “ Topological Out-of-Domain Generalization in Dynamical Systems Reconstruction ” (preprint: https://arxiv.org/abs/2606.22969) we try to address a fundamental issue in dynamical systems reconstruction (DSR) and time series forecasting (TSF): Many recent SOTA DSR & TSF models can generalize to new initial conditions or time series with changing statistical properties. But the really hard problem in DSR and TSF is topological out-of-domain generalization (OODG) (https://proceedings.mlr.press/v235/goring24a.html) where the dynamical regime changes, for instance from…

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