Mingxin Shen

Deep latent force models: ODE-based process convolutions for Bayesian deep learning

2025 · Machine Learning

Modelling the behaviour of highly nonlinear dynamical systems with robust uncertainty quantification is a challenging task which typically requires approaches specifically designed to address the problem at hand. We introduce a domain-agnostic model to address …