2 papers
cs.LG2026
Topological Out-of-Domain Generalization in Dynamical Systems Reconstruction
Georg Trede, Charlotte Ricarda Doll, Elias Weber +1
Predicting the behavior of dynamical systems (DS) beyond the dynamical and parameter regimes observed in training is a pivotal and essentially unresolved problem in scientific ML.…
cs.LG2025
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data
Manuel Brenner, Elias Weber, Georgia Koppe +1
In science, we are often interested in obtaining a generative model of the underlying system dynamics from observed time series. While powerful methods for dynamical systems recons…