Author

Tomasz Tyranowski

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Preprint Aug 2026

Learning Deterministic and Stochastic Forced Hamiltonian Systems

This work develops a geometric framework for learning deterministic and stochastic forced Hamiltonian systems with neural networks and extends the framework to parameter-dependent systems, leading to Parametric Generalized Forced Hamiltonian Neural Networks (PGFHNNs).

Benedikt Brantner, Tomasz Tyranowski · 0 citations