cs.RO, cs.SY, eess.SY

Bayesian Safety Guarantees for Port-Hamiltonian Systems with Learned Energy Functions

arXiv:2512.24493v2 Announce Type: replace-cross
Abstract: Control barrier functions for port-Hamiltonian systems inherit model uncertainty when the Hamiltonian is learned from data. We show how to propagate this uncertainty into a safety filter with i…