Stef Garasto

Disentangled Generative Models for Robust Prediction of System Dynamics

The use of deep neural networks for modelling system dynamics is increasingly popular, but long-term prediction accuracy and out-of-distribution generalization still present challenges. In this study, we address these challenges by considering the parameters of dynamical systems as factors of variat…