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Francesco Regazzoni

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#machine learning Preprint Oct 2026

Learning PDE solution operators with variable initial conditions via Latent Dynamics Networks

In many-query scenarios, data-driven surrogate models provide an efficient alternative to high-fidelity solvers for simulating physical systems governed by Partial Differential Equations (PDEs). In this context, the Latent Dynamics Network (LDNet) has recently demonstrated remarkable performance in predicting the respo...

Stefano Maria Pizzamiglio, S. Pagani, Francesco Regazzoni · 0 citations

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