"dynamical systems reconstruction" Papers

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Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data

Manuel Brenner, Elias Weber, Georgia Koppe et al.

ICLR 2025arXiv:2410.04814
17
citations

True Zero-Shot Inference of Dynamical Systems Preserving Long-Term Statistics

Christoph Jürgen Hemmer, Daniel Durstewitz

NEURIPS 2025oralarXiv:2505.13192
8
citations

Integrating Multimodal Data for Joint Generative Modeling of Complex Dynamics

Manuel Brenner, Florian Hess, Georgia Koppe et al.

ICML 2024oralarXiv:2212.07892
14
citations

Optimal Recurrent Network Topologies for Dynamical Systems Reconstruction

Christoph Jürgen Hemmer, Manuel Brenner, Florian Hess et al.

ICML 2024arXiv:2406.04934
5
citations

Out-of-Domain Generalization in Dynamical Systems Reconstruction

Niclas Göring, Florian Hess, Manuel Brenner et al.

ICML 2024arXiv:2402.18377
26
citations