2 papers
cs.LG2026
Stable by Construction: Variational Latent Markov Operators for Long-Horizon PDE Prediction
Junyi Liao, Johann Guilleminot, Vahid Tarokh
Neural PDE solvers provide efficient surrogates for time-dependent physical systems, but autoregressive prediction over long horizons remains challenging because local errors can i…
cond-mat.mtrl-sci2026
Stochastic Modeling of Anisotropic Strength Surfaces from Atomistic Simulations
Alexander Bonacci, John Dolbow, Johann Guilleminot
This work develops a unified framework for inferring, representing, and statistically characterizing an anisotropic strength surface directly from molecular dynamics data. Large-sc…