Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes

Manuel Haussmann, Sebastian Gerwinn, Andreas Look +2

Neural Stochastic Differential Equations model a dynamical environment with neural nets assigned to their drift and diffusion terms. The high expressive power of their nonlinearity…