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J. Guilleminot

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#machine learning Preprint Sep 2026

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.

Jun-Yi Liao, J. Guilleminot, Vahid Tarokh · 0 citations