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What is Tensor Networks for Non-Linear Dynamics about?

This document discusses tensor network approaches for identifying non-linear dynamical laws from observations of physical systems. It highlights the limitations of traditional methods in extracting governing equations and proposes a framework that utilizes tensor networks to capture physical constraints, ensuring scalability and expressivity. The work presents efficient optimization algorithms for learning optimal tensor network models, facilitating automated theory discovery in complex systems.

Author

imang

Language

EN