2 papers
cs.LG2025
Comment on "Machine learning conservation laws from differential equations"
Michael F. Zimmer
The paper [1] by Liu, Madhavan, and Tegmark sought to use machine learning methods to elicit known conservation laws for several systems. However, in their example of a damped 1D h…
cs.LG2025
Constants of Motion for Conserved and Non-conserved Dynamics
Michael F. Zimmer
This paper begins with a dynamical model that was obtained by applying a machine learning technique (FJet) to time-series data; this dynamical model is then analyzed with Lie symme…