Topological State Space Inference for Dynamical Systems

Abstract

We present a computational pipe aiming at recovery of the topology of the underlying phase space from observation of an output function along a sample of trajectories of a dynamical system.

Cite

Text

Mishal Assif and Baryshnikov. "Topological State Space Inference for Dynamical Systems." Proceedings of the 7th Annual Learning for Dynamics \& Control Conference, 2025.

Markdown

[Mishal Assif and Baryshnikov. "Topological State Space Inference for Dynamical Systems." Proceedings of the 7th Annual Learning for Dynamics \& Control Conference, 2025.](https://mlanthology.org/l4dc/2025/k2025l4dc-topological/)

BibTeX

@inproceedings{k2025l4dc-topological,
  title     = {{Topological State Space Inference for Dynamical Systems}},
  author    = {Mishal Assif, P K and Baryshnikov, Yuliy},
  booktitle = {Proceedings of the 7th Annual Learning for Dynamics \& Control Conference},
  year      = {2025},
  pages     = {1206-1216},
  volume    = {283},
  url       = {https://mlanthology.org/l4dc/2025/k2025l4dc-topological/}
}