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News/Structure-Aware Spatial Kernels for Gaussian Process Distributed Port-Hamiltonian Systems
arxiv
PublishedOctober 19, 2026 at 4:00 AM

Structure-Aware Spatial Kernels for Gaussian Process Distributed Port-Hamiltonian Systems

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arXiv:2610.22575v1 Announce Type: new Abstract: Gaussian process distributed port-Hamiltonian systems (GP-dPHS) enable data-driven modeling of distributed dynamical systems while preserving their physical structure. However, standard stationary kernels can be inefficient for spatially heterogeneous

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