2 papers
cs.LG2026
Stochastic Port-Hamiltonian Neural Networks: Universal Approximation with Passivity Guarantees
Luca Di Persio, Matthias Ehrhardt, Youness Outaleb
Stochastic port-Hamiltonian systems represent open dynamical systems with dissipation, inputs, and stochastic forcing in an energy based form. We introduce stochastic port-Hamilton…
math-ph2025
Port-Hamiltonian Neural Networks: From Theory to Simulation of Interconnected Stochastic Systems
Luca Di Persio, Matthias Ehrhardt, Youness Outaleb +1
This work introduces a new framework integrating port-Hamiltonian systems (PHS) and neural network architectures. This framework bridges the gap between deterministic and stochasti…