Stable by Construction: Variational Latent Markov Operators for Long-Horizon PDE Prediction
Variational modeling is highlighted as a complementary approach to robust long-horizon neural PDE dynamics by introducing latent Markov dynamics, which combines spatially resolved latent fields, structured Gaussian perturbations, and a neural-operator transition.