Transformations across different realizations of dynamical systems (e.g. transformations to normal form) can facilitate understanding and computational exploration of the system behavior.
I will discuss examples of trying to construct such transformations to useful "emergent spaces" for interacting particle systems in a data-driven manner, and attempt to learn evolution equations in these spaces.
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