A Weak Penalty Neural ODE for Learning Chaotic Dynamics from Noisy Time Series

Xuyang Li, John Harlim, Dibyajyoti Chakraborty +1

The paper introduces a weak-form loss function for training Neural ODEs that improves learning of chaotic dynamics from noisy time‑series data, yielding more stable and accurate sh…